{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the `helmholtz_staircase` dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "\n",
    "import h5py\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['data/test/helmholtz_staircase_omega_006.hdf5', 'data/test/helmholtz_staircase_omega_02.hdf5', 'data/test/helmholtz_staircase_omega_04.hdf5', 'data/test/helmholtz_staircase_omega_06.hdf5', 'data/test/helmholtz_staircase_omega_08.hdf5', 'data/test/helmholtz_staircase_omega_09.hdf5', 'data/test/helmholtz_staircase_omega_11.hdf5', 'data/test/helmholtz_staircase_omega_13.hdf5', 'data/test/helmholtz_staircase_omega_15.hdf5', 'data/test/helmholtz_staircase_omega_17.hdf5', 'data/test/helmholtz_staircase_omega_18.hdf5', 'data/test/helmholtz_staircase_omega_20.hdf5', 'data/test/helmholtz_staircase_omega_21.hdf5', 'data/test/helmholtz_staircase_omega_23.hdf5', 'data/test/helmholtz_staircase_omega_24.hdf5', 'data/test/helmholtz_staircase_omega_25.hdf5']\n"
     ]
    }
   ],
   "source": [
    "# print the list of paths of files in the training set\n",
    "set_path = \"test\"\n",
    "paths = sorted(glob.glob(f\"data/{set_path}/*.hdf5\"))\n",
    "print(paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<KeysViewHDF5 ['boundary_conditions', 'dimensions', 'scalars', 't0_fields', 't1_fields', 't2_fields']>\n"
     ]
    }
   ],
   "source": [
    "# select the tenth path\n",
    "p = paths[10]\n",
    "\n",
    "# print the first layer of keys\n",
    "with h5py.File(p, \"r\") as f:\n",
    "    print(f.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "print bc available: <KeysViewHDF5 ['x_open_neumann', 'xy_wall', 'y_open_neumann']>\n",
      "print attributes of the bc: <KeysViewHDF5 ['associated_dims', 'associated_fields', 'bc_type', 'sample_varying', 'time_varying']>\n",
      "get the bc type: WALL\n"
     ]
    }
   ],
   "source": [
    "# In 'boundary_conditions' is stored the information about the boundary conditions:\n",
    "# /!\\ : This dataset has a special boundary condition: a staircase:\n",
    "with h5py.File(p, \"r\") as f:\n",
    "    print(\"print bc available:\", f[\"boundary_conditions\"].keys())\n",
    "    print(\"print attributes of the bc:\", f[\"boundary_conditions\"][\"xy_wall\"].attrs.keys())\n",
    "    print(\"get the bc type:\", f[\"boundary_conditions\"][\"xy_wall\"].attrs[\"bc_type\"])\n",
    "# This dataset is special as it contains a mask of the domain, which is a staircase."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t0_fields: <KeysViewHDF5 ['mask', 'pressure_im', 'pressure_re']>\n",
      "t1_fields: <KeysViewHDF5 []>\n",
      "t2_fields: <KeysViewHDF5 []>\n"
     ]
    }
   ],
   "source": [
    "# Reminder: 't0_fields', 't1_fields', 't2_fields' are respectively scalar fields, vector fields and tensor fields\n",
    "# print the different fields available in the dataset\n",
    "with h5py.File(p, \"r\") as f:\n",
    "    print(\"t0_fields:\", f[\"t0_fields\"].keys())\n",
    "    print(\"t1_fields:\", f[\"t1_fields\"].keys())\n",
    "    print(\"t2_fields:\", f[\"t2_fields\"].keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of the selected t0_field:  (3, 50, 1024, 256)\n"
     ]
    }
   ],
   "source": [
    "# The data is of shape (n_trajectories, n_timesteps, x, y)\n",
    "# Get the first t0_field and save it as a numpy array\n",
    "with h5py.File(p, \"r\") as f:\n",
    "    pressure_re = f[\"t0_fields\"][\"pressure_re\"][:] # HDF5 datasets can be sliced like a numpy array\n",
    "    print(\"shape of the selected t0_field: \", pressure_re.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xh8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PhcLys4Y5xh8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PhcLys4Y5xh8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PhcLys4Y5xh8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PhcLys8WSk0bqu+B//43/gxRdfRAjh3tfkcDgcDocjIcaIn/qpn8L7vd/7YVnm4tlcfjscDofD8ezgMtzhcDgcjpceXH47HA6Hw/HSw4z8HnKM/4//8T/wi37RL7rk4hwOh8PhcMzjh3/4h/Ga17xmah+X3w6Hw+FwPHu4DHc4HA6H46UHl98Oh8PhcLz0MCK/hxzjL774IgDgv/zHt+HdX/XzgLBs/wAgLIgA1gjE1H6Nm3d+Tb9j+s230/o1bj9oG99OED8LyNi7JZTrlxSdR0F6S9i3hRAQwl5PPoSQtxfHiev+D0CIa7pJvi4CdMdsfbEP+63e6AgWdsdhj3qIrD/y37x9QaQHQOvTcSL9VvoTwN63qZ9W7P3JtyOt326r7mtqux1jXxmVRzDzWBYj+FIGZS7sTeGbisdZrC/fm1ZbHgFatDfaaNes3YZ1b619RtB7vNrzl6uKfmWdyN7uom9j4zvn7eR4MPP+WNdk3cMo5HOmvizeBxpfENjYs++/pLGG1gfs48+2Xz3+FGNPWpZjT4j7U1HHKTpGfth8vGLg41LzYfAxJ5TrlpCXoxhTtuU0DvFtSyjHICFPuCzR5IiUIXzc2p5Ke6wxb7P4jtNYgLpPqa3sU0umSHnSlCWs/37qJ38SH/jGX5dl8Qxon//v93wf3v3FF6txpSUraXvg98p+V/em3R9wXF6ydVPoycb8l97XUK7n7yWta8jGlq7D5SLfL18ftVVGqNY7qyUe8Hc1r2voRK0+Bsr3l45V9XNarvo6r2djFO2n/B3SkcS7UI1jjbanEJZ+m0FEreOs084MWtWJBu//yufUgvYMNXnC1+cXlMkVvv0CPbfUYaOp41r6rfx+Z3SSFjSdkesZgC6TtO+aj9tD8oit1+RR8b3z757/xvj72+v7KPtbG7vluN3QJwBUOoW0Syt7lV1va6y2xuX/81M/hTd96OtPyfD/+j3/P7z47q9IJ6zHy6B9y3yd8g1Gvs6SlaPfVnreQP+ZA7X9OKL/c2j9sAiN/QpZ+Gj6jvyW+Lqj4P2r8Adm/7O+39qFept8B+QxYOjlbLwFUOhPfP2ovSjb8vbW9tyuYRmeEb9Xo6U2yHce0N97uW1hB9X0/m29sAvE+kv1Q0U37MmZQsbIb2Xm29G+A2DMzhU2xRV2LlDqHiN2rqV79HCEyzitY1TvwFq9M0AaG8+Mi9r4p+mTmi7JZN1P/p+fxi99/f/nlPx2Dt05dOfQ67bOoe8/nEN3Dn3b5hw6MKlPXMShDznG6SV+91f9PLzqVa+qlAjZCUDZEcA+0GsCgI5BqIS60RnVwK0MupbhW6zH/vD37awD6G/uBPmhxaKNXNYF+kFjl5cAaJGF9De3kR/TMkX8A7tAVz+ihkAvBt47C/SmMB8Q0C1hrrXjbS0h3jqf3Ga1KXAVkd0g+7VuaJFUmkDVBLxGZMwI9967VI8d5YqjT04+qSHSWhlzpGBfJoUAgHIMovFHjjuqUSkNjXNGZkVmL+X4o5IGQRqcy7BQB/bxZ9+Wbs1yRl4p1BXDUCMJeJ8OCXVgvD8nnGr7vST5/eKLePFVr5pyjMv73J5HeV9FW1UJHZSX7O/dHePciK0MXuX9NXSdnmy09JzeeCa3VbenvAaarBt1BEh9aFsecIrLMYlvA473tdSPxDtgOtyuko1AUz5amHF6X4Uh5+PIc5l9dlb7kecm27TkCmDLFt5mVN8dJCR733NL3mj6yKxjHJjTMzSZ1LJ12oamkEeijU4c1HbOOcf4CX2Cbe8RBVpftmwcQHem8e1tO+S4DH/xxXfHq979leW3p42jYtt+oPrbrOQjLUsH56QNaX1T27p+8BhtA6DbigNOcaBty2k6OV9/jPCX6xR9jpaBmh9Y677VwL8tU+4UTqFJ7qBoF+pt8lujv0xXAup3AUBlI/b6X2vD20Fpz/fJ2y9wgh/xxZxBl9zv6IKyzVHuo7IP8rGD8l0d1BWN78T8RkZs2Rm9Ro6BdIiKwF7Kb2jWzk3tjsilEb2Dts+gpV/Q9kqfUHiMrm1o6RgtDoPWA8PjYwFtHAyKrsCWK3lHhzpjgzuH7hx6R790Dp3WlRfiHDq1q/Uf59CdQ3cOfbA/B+T3kGO8vNvy9eYDe17HOgEoP2R01o8K9OYlpr/aAM0fCf+Y+PZqkJUdwNeLNtX6K3FWoLPjXC3Qjw7CEO1HcYVAPyPMy4+ezlEP9HL/3jYA9vtz9XtFx1OEe1DWy2fO+4xvW9Nd3cDen7T9FkIl4GlfPnDTc262SedZEREC7VdeWwihEOwLO8YMaB96IjHG3N9rOm+M23uxImLBdp9ruvaY7mXBNuDTPrRuTWPRNnaGtC0JAt4P/B3IRtWKgKXuT/47rtv4wYyJGMIu2MMy9n7FNR8/xFgK9jWdg7Ux37EszNKp2aYQluL+VwQsQqYAtE2XEfl9QGiSYeZtxv0b5/1J6yL2b5f3cwtaf0ZAJ7RlfzQU8DOwLpnfCzdgtKsoSDDCiLyUyxrBb72T9K5pKBRPQz5qy3I/uQ41eQHU72C1/WKnuIZHc4pbpMUI0an87RIeov/v7hCf+M4OOcGPfseN+9Ouo3pO1virtTn7LAeccS1ZRdceQ9hliZAtIYovho+X6RiFxFDkDFDKmgghb0KSHzFmu4C+9SWEbEgW65O84fqIpYuMYETP4Ns0mbTGWIzhKqRMYopSxFq+T9Z7QvoF64tCx2idnusSRp8X52TXW/Q1nX7iO+N9Kddty9vzpT49giM6iIozTh/tcNpzUtZVY4yUvYoDAShtyH1dLLbL9VJOahh9nj2nuNxG6wvOQMjCfAxu8wM14Q9FBvbk34DTR35P93SKVw5BRt5ZTqVKz+HLd3CIH3GG977jK5zfo2N9j6izroXe2UrUh/qel7ifg79Vhd1O4x3qtksAHkgOkswhPTNGPMT9O6Fr3snumjPMq/jrzu1YPt6zdyp/d0LWHLJlNSjnBph8MrZr+kzAUsslOo8hn0KodQ9NLuXnIexcLqO47jH1CBQeg9u9Up/g3MYakGz1esxsnjOEksMAzvXjIEJc93GM9yeEXnGl/e0cerletKnWXwnn0PdbUD5O59An4Rz6MJxDZ+d3Dv255tDnHePGCXThXm7X1stt1v499B6oRfQDpUKf1wGV4QugbfjSPuzvVKRbY5AdgkL+1yVil5IMYQI974P7CXStT68W6FcL89HINjuCTl8PYJzouqeB0Bp4uaEg2tyCTlBoAn7hZFh+hgOCO+zEdLTadIzCqwQ7nZcLdjr+lYJ9eyYwBXsmFqSARi1Is9AQjoNT71OLMGAOy8roTAi8LNUEFmCYMNAwS2xzIc7BSR/N6XAJSaA5Iu4IbRzk0IjiCqPykrc/AnrvW87xFqR85JDyMbUfJS8sPWfU2JXb1MsfMF4fwyleRWqmbUX0P2vP13WzxB/TIT74fQ2NWff6VnvHFc9BXmvTUW45sq/SOVrGScdBnmULUFnW2agyTpuJaZJ33IBkMvAK5/h2HF0fGXGOS9KgeEQNAgFgOgfXJ0R7SyZJh7qFKf3iTij0CXEd3X1R6lO8fzXHUuY6YL9fLVi6w70wlC1+6MA1kZwPrzjDs+0oDiPJl56chLF9O9Z8j0h9xSL8ZRCglrVUyMK0XASH5XWGrnOhU9zE1U5xWi+r6YjtBTeQTikzILdl2jbAHYg2vB2h9460HtsM/3Ck6seVx+Tvo3bdizGe8efRc5JzZ9tOnO9tWg7ybO8zmZftVx4wRddGxnh2gK+7nJFI43/+/kad47OyacQ5viIT2AHpe7D0nBkCW+lTqXcU6+K8XWuB27V5nRJ8ty0nfQJ97nW/EY3DoBWKDkrvSlh0+TYDwWU1t5/lYUfgHPrezjl059CdQwfgHLpz6M6h53XPkEM/5hhPJ9KN2HKtFR2uYWZwH30nTke6AbvhW62bNHyBvkC3MGLc8uUgPpwk0IvfgthoZcMdFehXRrgBdf/MOAmAWlCPCPNWZNu0INcUQOs3DMJLw0hZoZ4TSRKPdE3SyOOCni2X0ediXRJ8wC7gR4W73E7CnRuFXLADpBAcF+zZANUGdXaMrW28VrAzIpy+N1uw0wpFMdMMy6si7VuCXWzXjFI1y4tvVyLeLAJJCmvr3bCgKaNVm07EGx1nRngTYlhskuBih8MwiYH6Ps7Ky+Zyy2HKwcc5bTwrDFqD9NWWFWd4i7zg7yKXg8jbabmt/5zNFC8uWSMm8Ayd4lL/GdWLrEAKjkdwiHcNjxFl+0jgxihWMU5IsGfUdJRbjvCeg/yIA71HHguZcSh7nF8iz9oCVFkDlPIm6xcDzvHtHH2SejR7S+oW+fEwnaBs38jqQqjGhBhhO8cPEtfljZb6BaAYqQYuzxqX19s7P8b7aSSKXpICl2eNt747bVvrGTRkZdOOpHXKsUeyxTU5Sdtm0Sofndcp26XOJrkB2j6UBZfXGXLwoFPc+n5UGXXGKZ7bhGqdOk1BWq7sf74snANbuzZvoLXh7WTb7fhjutTIu3UPB/gV0K6r5SyXjvIRJ3lpxyebXHGQV9sCs+0xmT3OX3+qUGLYks+FcxwoZFMAxgjsdR2ydaXesbct1xUBCB3nxgi0wDsATbuX1p0NvttuUJHxcllk7U1D0x8bXEVef0UZCQ7n0J1DF+shtm37l1wDh3PozqEDzqE7h17bvM6hJxzg0Occ45bxK9eJ33y7ZRhJHLVL5IAscUmkW4/kn4VFFmroGbfasnQWyHWoBbqc34a3A54/gT4a4aZGrnWEOe8RKcw1QX5UiFcCvCeoZ9+3h/57FrDWwl8Ke8toZMdtCXgZAXdUuFfbIxnvelmYI1FvklTgWHFfwc7Jhf0ibMFelDy1nA5XGJb8uNp7NEAYzEZwcXByQBr+AbZM6UGLmJcEgdbWckIAqc87Toim4+lCp3h1eGN9LzJcPU7PiQ3MZYsPHO8QLMIfQC9bXNNzLPkI2DqOJh/5+ublN4zYvE7pvxFy47BTPJMYsWgHuS8UouM5c4g3neGtMWvEAX5izCvADTQNKxvvjX35fTZlBl9/9TjVMEQlIZod5MwQBJBf3ixnlP0pClwakds6dhuDznHkbYrDPMmLJdYk9X6efkl1rlvkRzOhYwBMnwDTLw5EmW8XLbL52HOOmCCfeqeJsfkNnska17AAqgMCQI6g35ZLouB5wtFnP1NuXj5fbV8p/wg9OcnXQ2zrOT9H0LIBR7LgCnkJ7PJNkvWD3IBK9mv75PYXvHCzTnG5fdApXiwzhzgwxhls62q9yXonRnSoHtdw1gl+Pw29hvbFtpzl/N5bTnKSH0B5P1yWUDtqo20bzh7n1w82vDBbFkApb444x8+gRUzTb2nrApU+VATnDY65Wkn1lq07K5d4pp7dptQvAN3u5e/CNJZF5y+AMb3yoCNiaHtk5fCv0t2dQx+Wk1NwDn0IzqELOIdebncO3Tl02DKlh5cLh35sjnFDuHPwQV/b3tt/Bj2lrBchBaAf6TZK8s9Guo10Wo907Rm36RhV6TuD9JcCncorvJQE+kiE26gw1+Y9CcZvAHPkCEG+G6334goSskUoPtTbKmEf21G2LQGfy8ckIZjnUWFk89a2L9wzgc1Iy1bkdI4iy8b8OLGhDfCWYAdbv4a+YAfKdVNR19K4hBAGoV0O5or52brlYOjYBG50pgc5EvGmzZOytVUcF8o40yMQNMGetzGCIN8G6j7R+nYWj1lOfaaM+tbeeA81Q3jECJYyU8OkEnpJtrhFYoh38GgJ9eJ6B2TiTGQ3b8q3cVk37BRn/TQ9n/iIPlQZt8rDeFYOcW2flj42+J1OOaUgvo0euaddn+YsH3GSjzrIzwTxTDrIrexxugv1U6J9uWN9qbPNR53j+zZb7syUVNf0EK5bSFjkAd8WlPZd/cIiDUb6XJIGZ94JQO3j6h2U30Lc+3dEnxiJoD9DFFikwGG0nKqyzVloclH+bjjIW5lvQGlfajjjFO89816g2FAJdeDQvOLVsiEH87EMDGeLn3GKT5ZOl06BbTndJuMMRhzi93KGH3GEX/RFnYZ1HfIrlPfI7VKgdpKvgcmiuNsDFSHPnOAPaWwrtsVNt+xlj2vOcYDJG2C3Tc84xxV7dwqKA+NRbF3jFZ3VObq3F+tKNJYNzGVZz+4d1i8GCe1LyqlzaDpFcTPG+ivgHPrW3jn0bZluTchE59Dby86hA86hO4fuHLqOMxz64VLq2nORhLHV7rEi3aTx25s/LB9DI/i19YbRqypwVwh0y8AVy1r5F2tOlDLDre7DI6S/JdCPKm5HBfpVwnwosq3h8AHEOzEiwI1345JI6OI8D9sfbfSRwvqh/F2M0dY+0AV8MwJuQLhHMsAtwU+Rb8ngbxHTmmC3Bv8s+7iiQudEaWhy8ron2NV1B43LgkwA8rs0XA5mBqy/h8rBEC4wOqn/RyLpR0qfEqRgl8pcdkYo7agfp0BKlyCFniXkLWi9ZSmZU0awhqP33nunpIzsGb1AYfSOEBfSEAZq+Qi0jd5ZtOTaM3GKWwEP2WllGbragHvBd2C8F6ed4eZxJ8a2Xls2dncP1SL55PWvoq1wkh9ykF/hCOXHp3UKMQ1Azx4PE6XVuW3L20w4x7f2usNcIxhapLcGThoAtn6RiQG+jPPGZUZ2hB3LGp/RL5ol1dN5tKzxo/OuFefGeB/N6BTPNSyHKZQxslNVRYKTw4AuR2k9jG3bcdrPWaucAti2Ht9G660AwEqfSzJuaF5xSxYSGgF/z51TnG3j/VUsZ2doqQsBDb7gIoe49e7MOsKfreZ9DNo1S7lBaDnJKcgKQLPMepElrmxbEPCQjqdlj+fvUtG3CzsIQuYUjZ835zh0/UORVVMktqJzALv9K21diZ48s6Zp2bbt78TdssYJgVWlkfqm7L+jGXuGjtwtp25xwifgHLr47Ry6c+hy2Tn0rR1r7By6c+hbY+fQ9wu+lkM/Psc4SqOIw3o3rPWzg/0M99GLdDONX0A3fqEMrMogXvw+KtBbMAR7NTeYMSdKIahRC3Qi/Uujl5Zt0v9ZCPRi3QmB3hPmzci2GUFuvSd5P+sDup/JHvKoIs/5UAp8PkgzIV9Ew5GRoQn4i4T7Lkj3bZmUjvVgrhHTPcHegiXcSbDT8Y8Idn6O0/OBakZ5jxyYJQ8sh4xVDoZdy+GIN5ME6Ee83QNamdph5az3rC9QgIDy3bJEqCSLi8sISlkioG0EW797hDHHvbLFtd+0TsjIfOzYLo8GlM5yDUec4pXeImTfUQfAGad4UTpd2Qdg/Sp1oZ7Me2yH+IgzXGljOqxnv1nLoT16HOkspMNaJB+/N8VJXmWRjzrIR8e0FqSDXJNbLXIa2OWNQrBWpU07837uBqJd3lQ6x7f2bYNytCwd6RX58SjEwdZuoqT6DGmwwB6DjWd8Wda4hEYSWN/IyflcAV2f6EXMV5csSIEroc3bec2BGzKT1mnjIQwHuXhg0ilaHeeE3tZ71iNkf2V3Art80565RfbTbzRkIV9H55t9ALNO8SDbhHJdp3T6TJa4yRUccIhf7Qy/n0U9h8OOrMa7Lu+N3pCmk5zvH8g2rsusS9kit8ny6jJ7nNv9hR0kCc68jjlMK13lIud4i3SedI5XxwNOB24VJDbKd6Z4pkq2Xw/SOf6oWeO8ryVYX5lZ40d1DKsSjXi/rgi4My/BOfTcrvgr1zuH7hy6c+hbO+fQnUNn1+IcOvrPepKPm59jXDlBr2yaRhpbz3rWQLAiC6TxW+wD4NJIN/oNxfjVYG2Tz7YV6cbby34Rv4uIb7aeZ8Lx/nveBfq9ItyGhbnWx5qDR3MCHHUI3FGgF+fQyHURrV3EQ1pCftm3FwKejMrUiErCtIS7Nn/KaOTbGcE+YlhK0pOT2NqcKZpgz/ckyWt24Dgp2LvlYACbRGjesCHA6RQqWWAoFheBjDJJFuTtoh9H+tWKeOPOB4sgaJbsmUCOWrzjtz9bRh1o3BcZwWJd87dyjAKWQ2bAaWltH80WB2wZuW07Fwl+FFZ2XN7ODVUmu4oMcuA6p7hi2I6WTn/uHOKd90p1hFvv3swYZx335POQb1vlKG85yTMhmd6nloNcXucVDtGegzwY2eMDpdVnneMl8Qxz7k8Zgc1ljaZ/jILrFcCuW+y/S/kE2HLoFHkNplsARR9fWe50Oms8tTsyn6t5DQN6wiiuOs52sPPPeDqgRxLEbL1O7OuZb/fIFrcwGiwGoCB18zoImci3kUyUskzKwzs4xSs5dpVTnNZrTnFqizGnuOb0thzitJ32zesmHeIvNWc4cH5csPbXVB1+39xG3fdhJUzZ2Ccd5DzTh2QJbafzSLtWZo9zUl/KG6CWOdu6Y87x/QYndBLNTh1xjqdtBYnNx4g7kdgx72+1K78ZGZQH1DqFrEgzGnh3CUYJ79YhuA7BYfFcca377EKeIh/POXT7NxRZqcE59CE4hz6w/ko4h+4cunPoAF7aHPqhjHHreWiGcF62jN6LCIOe8TtVKg1AM9KtMUhXmJn3woJl5Irls+Vh6aM4Uh72ngJdi3Dj62cEeqvky7QwPyDIu0LcUihH0Wo7MpBqg7ZYJyPj1BkrFAFvvQqBCXegHFDJMARQCPfhyDfaFu8r2KktcEywBxiCncjr9iXUCCzKPl8oOToUEkHZv6lgNt6RxyQLWllestuszD3LUWFFzVttTpWtDdeWgjkDzQiWaCotrTk3ObTx82oYsjL/1hyhoV8a9mgJdY5RAqMXtGDJN209UDrF8zrqTyG3ppzik06Ax3KKNx0JwLwzfNQ5Pmq4tNqNkrmD7eQrVzwZ7iRvZJGrDvJRh7k8v9iuOuy0c/BjS4J6VwjSNjbqs/0OOcex6wqByR9pVGZDk8gKg1jQCGoLXK8AdN0iG5rC6LwLeU2wAhcETNLAMPSHie0LiYKR0nLPC6ayxXuO8JFxE8b3Cd2eBGpZSeu2ffQnajlHLfQCxTgk2W9VxVGPmOXfWsm0Fi9w10xxjtHy6UWbkHUeOkZvPvGS7E+2GQZ5AsVhzrdvx9K5BN5+395/Xs9Gi362sMhNAn8m3Fbd2nUc5FRiFXsboHSQ821a9vhD3L+1vnN8Ze/gpHMchtwZ1as0WdNyjq8og7foXGz/K+zdWX1jFFZZdem8AGzyutA3Ao4F3rX6i5YHyqnnwEnLiJJOB0DlN0wb9iCcQ3cO3Tn0/a9z6M6hU1vAOXTn0Nv7qLiQQz9cSn20BMzMoD6iwI08sF6km7oPkA3f+sKU9cqg3Y10mxlwteh8q71B+LfmRCkVrlgJ9NxuQqCf6XuOqwR6c1s+TsjHOSzMZwR5SyE88t7kc4wZeUPznw4I9nIQBxu8H2ojhOwZJCESRQQc3UNaLjOwAJBQZMJ9JvKNMrfknCl0ZklQS8E+Cm48HhXsdBxVsM8YmPJ9sIhksTw8T8rIO0KQmV7yei6CFvF2JDvPAvXvSMQbrXveyqm3II3g4vTCkZpBsnHGGBldf2AOuam5w/g+ivELcDnYz4C7Rwl1iV4Jdb6N1ku5Jw3YyimuOQDOOsWfd4f4jDP8Isf4cHnGcNv+nHGaqBdQ6gPF1fBLF1nkXQf5pHOcg+sxWkZwdUymR0zN+5nv+ZhzfBHjAX1Hm9yvSYcYbaNyRvfgekWxvqNb5Ed4hW4BjGWNz5ZTt/QHY5ulS4QY75KVty2XYz7v0x4BdMnne8JGGIZiN1bbDXkJ2LJSbZv+9oLIRtGzC2mblJckFzkKuWhxAHGt7TuNB7jIKW7KNIsv0Jzjk05x3kdc52lliV/pED+SHX7h13BX8ECme4Ofo+Ukv8JB3soez+S8InO28ypyh51ozjlO6wdKqltyasY5DrT1jovtOB6cx9fpcmzeFpbEtmb7bu3uHHjHHRJXyLpWn8p2dA0Xwzl059CdQ3cOfTs3mExxDp2uxTn0BOfQH5VDny+lLtArAaOtl8IBOGYYSAVMkvnW+mZUOICKFKb9YmwPynLdAWK/QjZiBwj/DokhHzEn/Au5A5vwf9YCvVhXkPu2w2C05MtpYa4J8gFl0PydjzVIKg5AnXNUO9zQ0YxzQAh4fk5hZ0RAFe5aeRirNIwV+bbGWERS50i3yeytmajrI4IdYCRt3Mu/FOvOEtiCAIhATWBXN94htBvvkhXxpioXwCURb7KLAvZjyD4c7dPZiDegVMouwdVkivxtXKe2no+T1TZLZhJahrDEjOy0no9l+DZIfcvwJXDDl6/Ly+nvaDR4D5ZRW7Sh7ZPkf+DtXkZO8aMO8SlneO+3dh2d9j3EbPUZzyzcTjnP81gpx2wti7zlINec5a3rNkDvk+ogl+ejdzBJ3EhCRM47TtdjyZ5Z53iASkxb843z5aMGp6ZX1G3ausXl0Pr8yLctdcEossa1eUH5efm1XABLT5jNxLsaZ5wDI2XUq7HLIJlnZOVMEBlQykwLR7PFAZ0v4Blw2pG1EuoASplIv9Hopyud4sq6ysFNfy92ivdI/xHO5yqH+AWaxDMD79rnwUnOHeTb+p0vaTnIl2y3E0FeZ49nuaTYs9Susmm5oxvCrp0lrI/IphlHKtc7DN3nsqxx3o8QDhHBcwzfqqFTSFIbYByEeayyn2+Dw3UugQqM9VWnT83qM1U7UU79aueDc+htDlSucw59Gs6h13AO3Tl059CdQx/FdMa49Rxk1/N291b0tWcnHyiPcJLtCmJYQhq8sq1lAJ8p/zIZ6aaRGFYWHDdwZWQ/fRiWYfu8CPRWFBtt17bRk7BKvrSE+Uhkm+oEmhDioySKiVElcmCMUIV/FNFy1oDNlguiurjWdJ4J4Z6XEYYi35oRcR3BzuRiupbjgh3YiQYu2LftEUvcSodIIa5GZPcEu3xXgl0OhrYfjnijY40QBo8U8QbQt16XhwH2fj8KSQ7wvgbGnA/0LpuQBNCdBKh2nXKN1UNdmWn9PjvGATZJrxm+xfZxOUk4ki1+lVPcgpSD2zKTc2K91H1M8v+OTvFnkiV+xCE+slztr3zMI8EaR9Ewtqo3teUs58dh43ZhTPH2dOmKgzyfQ5EnreseyQBSHeQNAhxhqbKG+bzjUe4HYVSecI6XBH8937gsR7cfey7avkcY5ChsTT6xzK5HyxrP2yZ0C4meM8Lah5MEA9/fS6mcOoDzY+ngWKWVFOXQCH7A5gIkuX9WNlZ+4/R3NGBMJWFIxnEbkG07VEL9gFO8Au8Hq4Q6b3fQKZ77BmX/kh0F1E5xvp72Bcb1IskfPI/O8NYocvaa+Nj9GNCc5Nxu3dpQv+/OEG4LASTbkLcDwhGOXeZsx67lzrbPAec4UOgvmb9YsOsrmnN8QEfZL8KwdbnOoRDZAeKbzOvbRPaYrNq5jpGs8eLwhhMD2HUKwCa2h3QLMSjTONLTLdQ+0HS9gXLqeXfLOa4F2yk6xVV2uHPooq1z6M6hO4duLjuHvsE5dOfQ9zb35dAPlVI/UgJGGkmt/c6g4EXV7YYBDJQG8ESk26nyL0CXmDAj3bTfsvxL2pYFOTTDszRu+TqgLdAlnqVAn4lw48I8H29GmB8R5D0hbr0ns1GTrfctjBsSmvCXn85od+dSMTICLs2j0hPu0mgGCcfYjnzbBPYeDVWsv7Ngp32AncguBDuYgDAEOxmZbTHBL1LMs2EZmGAEAmAbmC2iIN+sLtifRcSbloV3NDOPMBLxBqTnqewnFbIQQpsguMJpeALDZdQB3ehN6x8lW7wHzaHZkLdcTkqMyMkrMSMHaZuUgYU+xKL8i/6U5H/PKV7JQLZOKRX7zLPEew7xScd4N3PPer96ZM0U0rHkt6I5n7kUsxzlxjhPLQsjn25DzP25tYu2oW9d34BzPF8D0CcWNPmzYt45DmaAUptRGQSmA6CUQdywPCObSKcAasIgRjRLzd0Nlr4wokcQpP4nCW1JECj6RO5LhZgC2v2ofR68tODLBto4NTKWMcepBv7u53UKF9DCGeJF01Uq3jvo89jRt2oS/ZQtruk3mt2oyUV+vsF3ysx2bM0rPusUZ+0Lmx+6U7xXOp3uTAt80BwCow7xe2vHZ6X0yP4j98C7fGboGZUnlrOTn59fJ9mvAHOQF22jWl5dZo9Lp/novONZF2GGeRWcNeAcr3BCNg3pHKj1iBFCm+sNMxlerazxo/qGDLrjWeNAbfteCsthcRaGA8LSKa6Ec+godW/n0DOcQ4f5njiH7hy6c+jOod+bQz88xzhddK8EjPURnHnIQP2QWyVgugawBY30bwzSGY15xLoYmStMkrQN8kIauXm/WM+JAlCfsnbFPqmNEult9Sd/P7TyTMA5ga5tG4lwqxwLFuHfE+ba+9BT/pRtGZbAvUo5Hz2OJfylvsgPbZ1PvJ9qBFxHuId0TWVG1j6wAygG92wg5su+RrDPQka+jQh2uv9Hy+7i65IQn87sMo1MOfeaIAoGCIIzCGCEyoRSJsEFu0YOFBGMsY5WfN6hRYdLBKVd3qYYwgDG5OWZsc0i8oXB24wIN2CVSdu37b8tEvjqbHEOTQ7S+iJLDrv8C3J/6RTPFyvI/xmneCHzFKPXgjGGVGg5xTsO8W52+IgzvOU8UvS3oTnJtOMC/Wd228dTdhHltygMMy53g2a5K8hjaMtBHpXy6ppD/IRzPF8D2HOVx73KOc6I7aHrksYlbKKB2ms6B4BhvYN0Cnt7TWDfTa8Ayn6dcThIWGOBRRDwd+BiSL3hLElw+nruQNRzmLJSgUUUb9tqojgvs/3ltlGnuDZfZtWGy0HF3ueyUYUk+jUbrkfiGnzA4QxE5tTmv692ivM+Gp1PfDRL/HlxiN/X+pg7b+v+sl048MqMjk8a+cmhEdNAbcPSOgBFeXVOUm/n2+XOfp39ece5/EFyWk45x4GCtO6WVO/JrVHnOIArS6pbOJM13oJVUr1sgyLYQa6b1i3A+08pYYs5XVGimzVe3eCgTXIQzqE7h+4cunPo+dDW+ZxD364PzqE7h35/TDnGrechX3qr3VkuwRLOEpqRSwawCoscpnPMRLpdle02QORWZG2nNGw2eBWyf9+WbiMa5dEOCnQLFiExK9DV9dj7XEa4XSbMO0K9cjZw9BxJAvcqqayhLh6cIFfzV1IQlaZDgAzIUeHOIEvDaJFvsvxLLmOqkNQAqvKmLcF+RDDMCnZuaB4W7C3lzYg2GypL1iINLNKa/76IKHg4QBTk7UKRy/sc/Lx4/27GvY0VW78NS/xAz+M+yk8rOtw6Y6EESvQM4R4Oyk91rNEcmA0DWBLC1aXFOkPjXiXUR4zbbdkm/smolcR/kREn9R4tI+6eTvGZd+Nqh3hnnXn8hiO8OU+5xIEgAOt5RTku3yR5yMZ21jaG/ZjZ6GuM8dlAUh3k+zUW5DNdt3SOi/uZJTzVzB7pHE/3dcY53iKri6hr7RqZ3sGNS6uk+hn0SqpzvYKgRWTfzl5IMOZfO0oYADWh3coaB1L/9vuxeU7UeoFGEpwtLXcKI99LMaZ1SGPrN61rPDNtyhGgfH73zrqvyFrUqtZwtrimy6RtKifA5aKGg07xZlBWbmPItDs5xVVuwHCWA7YuxN+Nx3KIz2rSPefgLKz7lNdlyZPtGO1zHLFneHvp6OTn3u3mmNbXMkdmjy/ZZtdLq7fmHdec49sFLG3SmuQQraP2Uj+RuskIOs7xYl2yeQOU8VfKqcbbOZo1ntuSbXtCPmkl1TVSG2D9e+Z76XEQUofkfTbYh4UuYfWjtu0COIfO2udtwnZ0Dp1tdw7dOXTt4Fs759CdQ3cOvYMDHPp0xnivzChvty+Xe5TG0OwV2GhlTRFoQG+m9TNyuEBrgNYwSVoMtbHIfi1KLtTlX7ToRG7I8nVAS2Db20eEuYZdGNsCvTcXihToZoQbF8CS0OCZAT1hrrwTU4LcUiJbmDHgjiAs5jVY85xk8Fc170ML+kBPJWJM4a4oCDKSuoh8E4N6FpBsHSc9NaL6MQW73M5JbDlMcXKhSWIHUQ4GjDwQ70834m2GNFAE+9Tca4PI/XeAKDiKXjkYbbt0POR3gL1jzUjFi791PlYOtR/NppL7WR+IHCP5viMG8UgGZ0tepmPcI1v8HljECGAR/9JZziO9czt0iP9Bp/gl84nPvtezTnHNGTTgEO86wxfluMY1mu/XGbLNMshom3A0287y2oBTneQGqIezIZ+J532Mr8qrS9lgXPOsczzfKx1XIU8r53h6BIHu5SrneCj1DulUtQjrq7LGWyXVAVseccRRxwSHtX3W4VBcyKp/Kz3yQF5PA70+fN5wWbZ4ayy0frP10mbkkFwArcvL6e+ZbPERzGSLt7ShIltc4wRGSP6izfg9jpZQL5aFblNlxB1winfJfoUzkI6AGYf41RbuqMS92gk+cw75HPg1y+fBD2G9TmdsHs1JrjnIyY7dficHCh2DZY9nkRv2sUGS1Xldj7AG9sAryzkO5G9uOKOr5XTV0HCcNm3eoqHYf12HdA3Z6ZLIzvpZKPuNcxvbOnue8VHMBN3J+eSH0XJWTMwzPnw6yTnFFVeNSs6hK8sWnEOfgnPoKM9lwTl059CdQ3cO3cDhUuqagKALysuPxCtIA5ijZeeYBDFvE6MpzJuRbkcGXqs0GltHy5rBXBi7DfKCDN3WnChg+7YM3OoajI2aMcj7alagm+vZ+UYj3E4J89b7QOi8Fz0n0hDOCvoe8ZnayGttCnl6ndlg3hoSVOHO5QxdWzqWFvmWjXOF4JTGY0+wS/SI6pHSdJpgJ0ORk9hcsMuIt/KYJ0uf0jPNF329kVlBli0T71vTKTGpBPC5cYBjCpkG6kuKmud9C7QdD88brAxkjmFDmGPWCJ5Fi8hvEcNyH4UUlrCM3305nUvISr5uFGpUvyAsgNKIpfW9ecUL5Z3aWMS/8nvKKT7rEB90JGfd5x4O8Rln+KRT6XJ1mOSgdl7L8aw0VZ3k5NQedZCzQwHYHeTSOKRrmyWhOyiITHlc5hzP9xbSPT+Gcxy1o1UjrM+A9Al7e1lmDqj1CklgW8JLLWWr2YI8yOGoXsH1vdjJGgem9YMZjMwzfpV+MYQ7yNSZMurArntbXMBjZItbGVF8G8HKFqf9JSfQzH6z9JuLnOL1iYU8sngC7uzmuk8i/3tO8V2X0Z3iXNfRSqe3dCCtHC3HlW/0yEjQc4RPO/AmUQROiWvhz2bESa7arBeRmXQsfp4Q9mvhJPUe+MVsJJE9HlDLn2JdmHCO5wextO3bsCQj/kL9QwvSkmQ2cNzmNcbeBXi+s8YHbN8pvkJzRJyQf2rW+COXU3cOXeFMnUN3Dl2sy8fl5xZwDp3aIctBeTzn0J1D3zY6h97DqTnGgXFDhhtOed3Bh6sZwBxy/aag96MUzXnEANsIvjd65Cs3dg1w8oIbugQtA2426nvbNt6h9xLozbIvXOhmob2WBMakMDcj2xqCXBXivXfq3u9c7/ia8dgT8pqAz+0ap+LCPRstzP6U7QVBvZ062GVhoKxTBPsCWl9HVWvCQZIQklAAUA3+vO1IhpdFYleCvfF8KwRRci6tMyPeekSCQhZcFvEW1ymHhDUkaaVgRtCLeAPQLQXzvGPIELYw4Bw/nC1unXLQoToiK4G2rIRYp5EYV80rfrSE+rZvadhW7ywn/oVTvCL+LSfAlU5xCzLAQVnfnGtVtu05xFvO8EGnuOzyFjE9+3q0xpWijwOjK42xm2eU51tYy31yFnm4NZ062WjKF1Mez8weN67rCOnZzB6XhPWdnOOyPFkmDiBkk0JYa1njM+BEwUhJ9Z6MMiOyR3RFq53UK9i6w9CIa3qvB/qvB02XuMLh9NxAk5NaG+5MVTAjL89mi8tKKtX2BtG/7d+RjxxaJRWCRupehGYJdU3WtYh/6RTn7dB2io/MJ342S/zKJ9f6oluO8BEn+BUknRxHJHg2b7lfkhO8rXJtPbv0KIYc5GklL3EK6GT1dsyasD48D6hwknNEYHcukHMcaJdUH5VLPee4pmuM2rwkxxSbdzRrnENm841iZL7xEdv4EpzVF3rQ+vOOcA79znAO3Tn0ke1n4Ry6c+hApT84h17ipcChTznGeyVBtHZXRYn3DBItMlxtB2WQ1zBqBEuSuHfc4mIGyF3ZLogocHm89E8au63yL1lwK9FvwHmBLhXqKwX6vn+puAVxjNEIt2lhflSQW+/IjPC+t6Dn79jIuYSQVwX8jHDnGV5AURom0jWla6SBHtAH+80YrAf8Yt2AYCcbfDvnmECQgmCPlNKJ7O1xzWV4VeVgLPIgPU+t5FzGFRFvLcEOQI3O7jkkThqoV5PZMuIN0Pt6WBHTvjfpwLsQBW8qtnEDSQV3rMrjjo5194AkxKx7UGSlhbOl0urjbX815bCr54i20lnOjdsq8h/Y5aB0ilObhlO8Nad40yk+KDta61QnwUyW+KRDfNQZLru40ovqu7psDJL9+xCV75hWdBzl2UnOy63LbsSKKQd5XFGUV9eMxCPOcYVcKH7G9bxznJ1rJvo6hH45btJNudF5NMLegqlTiDfkUNY4kQCWTqH1z0WO74ocsCLnJ3SFHkFQkUhg7/kkKXAZHlP3l6fGbltq0J7ZY5Wll/KRr29li+d9NfkoweVg+n11CXUTVsCWWC7km+YUN3gCAE2nuMYV9BwAz6tDvEXOjajbveAMCXou1rHp0cjr0hzl0knOn6PmIOe2cQ/86w3KPfYc5GTTbtdVZnIBUEurkwyq1g3YSqos4jfPdLWygglKneQMGs7xanu6jlquzGV5LcBY1jjaMmo2EM8KuBvlKk45IaQucUK36GWN6+XUz8E5dOfQ9/3LUzuHDufQnUNX4Ry6c+iPyaFPZ4xbJHJrTjH1OHewkysiOLSNpe1C5o3gR4MU7PKllgav1oaBG7saccEN3asEegv3Fuj5dWBkB4B2hNuFwvySuVYf830bPTcfrPk68VsV8FK4MyOyGrRJGKAuDROwCQX+hGlQtIjO7bRzgp0fTxPso5gS7GDCIpal5iwcmheUI9gRb5dDCPxMNPeENv+2khInM/Q0jJaCGRX6VsSbSg4cdGjv5Wof7/tvzSfWRK+MOoPq7Dpyj5osbG0bUAi5AWyRSRaBIeWlhhmFspctPkr6VyQG13c4yKB9np3iIyTI1Q5xxUHOu7Eg/cUtXKUnWaCxr0X6S2e56igXiHuTDbJLew7yJMvz8flxLOd42m/YOS7OV16wIDWPOMfzgfoy6WxJ9ZauYZ6WOSM4SJ/Q2nMSe0SnANg9cZ1igrSsnREH5ZlwLKin03TIR8KZUrWPhaFKGhyT1VW0bdY+gLApDz47TT5ynM4WB5jMjOW7b3EDFzjFRwPBmhyBdIqL9Zz4z+c94RR/Vlni1hs66gy3VPQZx3fP2d07HpHI2v78mqWTvOcgl69dz8aRzFDLSa45yMmmpWsiu5R+c7s2cJkZ97KZVYbXAAnaJK6ZftC0caWOILf3YMiomsxG3S6fz5jx1NAzLCJV2rzAeRllZY1rpPa01TvblxIiAPM0ZF9eyIM4h+4cunPoKN8D59Drscs59ALOofOLdQ69hzMc+uFS6poxbD0PaURZyB/RhFolH5q2p5wrowluBMv1dDw5sF81LwodokFYNOdLpTbYDV5J9Mv5T7R1eXnS0NVgRbrJd/0KgU6HrKIZpTOgFeF2RJhfJcgPvDtXl+/ToArb4iI6gz8T8DJyDcAu4GGPIdbcKWFh+5ASYBDVAMxSIVKwb5cVsIZYlB6Tgl0KiJZgOCLYqR0J9tFIbAl1XtDBiLdDpWDomMI5cTjizTDPSIE/UgrmCrQi3o6J8/thHx/3K9MMYQ2jEeLm7yMO0+oi6ndguIx62l+bQ6yFXra4BcuB3kI3ol/81t4xjfTP/SafuSwRa5D+z5VTfKl1IzNzrmgT6vU9ZzjfP/20HOE9vaj1JGbGJ/UdEeQ4kBziyneuOsrJiS2I4SqLXHZvx0GejShgOw5ladG+2Mb4FjE9VVZdOMiL0uojzvF0DE0POTvf+IPiHJe6AukScn2LRJCGZLo8NYo+RhQl5gCyESai6NnzbRLY6VmqOEkWWCXlLCK713cjQVNAskNEYMMo1jgmA4Yw8+wmAgVGqqs09xe2JK3Ly8NX0sZMGXWgtCUtFDKSk/yW/abxAYBKwlwyr7j4bc4rDsYRMBlXtFOc4hZPsHMI1G6M/H+eHOKjznDtvZrh5LRM79H9aQ7uYn/hLNec5DKLXDrIuQ3Jr/PIWGQ5ybmDnAdsWXYtkOSQmHec5I627rRzHCi/5bAkwWrYuEdl1FE9I+sscUpWLbA5jWI30TeanjGDkaxxWmf15dTHpeDsPOMASj7CPNFaPfcr4Bw6W+ccugnn0A0dTINz6M6hO4eeF51DP4bTc4y3CGCLQNBWj0Yy8sGdIAVEywgeyp7KFyoM45GXeBQdQvhopJs0eNXLxC7Q5TrA/ghmBbqEHr1fk7cjAp2ehhb5X/RvWh6OcOsJ85HItlEHwcT78hjCe/bcRUZWsYM94OfSLkRsAuDjNkW/mcIdCxAfmGBIn0Yso+WqOVNIWDYGfrVMjCLYq2sK9jcjMSrYadsMkc0HxSZx8GAT1hFCIT5JYptGpRD4WaGzDJZ1PUxoc1RKG+bnSAHqfmyhRQ5wouf2rLQAge5TbchN1cHawpUZ8QcMYMA2gCUsA9gih49iJlucr9MM3Pom6nnFK9k16xQ/4hAHujqQ6RTXHOLy7xmH+IAz3NKFKqLL1KUOviSFAVn28kP6m1czotxylBcO2ABUTnJ+2lxmfSm+28pALK5XyR6XpdV5NtCIc7wnk4TMyZnEPdJ6xfZunHSOaxHYFmGRneUsun4/3liJU05419vqEnO0D8mk9rFPzr1GUPpsuoStpUvI8qd0vtFLA4r7k5l4fDvHTHT8cwvD8WpBEsatNoSWzATGbf8eWpwArRuSkRKRBY5Zuo0hA1tVNbYG9fNWHTW9Eurpd+EU5+0vdIr39J5R2XgG2lvac4hXetOgI3xUz5fNbqHNw3Boz0Y6y6kUOYBsj+ZtTL6POMg1+Q8AAaHKGtdAbVoOcrJrt3uJ6XrK0upy3nHKEBq1maad49SGvr+RkuqGvtGtUCL1DVpHegZvx49LeoZy7J6sarW/AjNZ471sr6oazcyFDPASh/WLVjn1O8A5dIxv53AOfVvnHPoQnENn+zuH7hx6q20D7wwc+pRj3LrvkRIwLcXsHiXo+MA/BEYUVygG78YgfwGGIt0GX2bN4NVIC/70Z43dFjQidluf1jEHwF0EOhfMoxFu9xbmAwPk3QX47PGN901epyrkjQgpbqxqJWIyt0/HE9dQkNRy3hRqwwQ7MBYVNSTY0S4H0zNEWyXoSLBXBAIrB2MeFwZxIBtmx8/JiLdZcEdEK+JtEJIkaJWE0UrL3QPUlwBTwAYj4yMaJM8djXPt6rQ5qlW0sqrEshoxfAUaMjOvk3NsDkCTl4CuB50toW69IppcpPVcJlr7qgSGpuvEet1dneIapDObrWs6xRXH9pUO8eq3QfbXBFfd8VeOPw+RyOn6JPSuPIC9W4ajXJLke0bCUhK7cX/LOfm8nbKW6+KS9pJvnLXnhLTlvAbms4OE42naOU77iMOaznFOKKCva2jzgrYIBEvXKG6ZyR7SJbQ2R4mC/QaFjGpdGREFhSNCaT+pVwxljcv2hrNBwwI054l/WcEgjEcwOu2IyR0oW/h+LdXJChzbl/XXl2NKRuYLHJORKo4Q/4Ml1CuHeoP0J4w4xeU6oM8TzGaJ87GrhVmHeM8ZXjuElOP3rmngwntjiHZe+cy4o9xyko84yPmlaLbqqHMcgOkgX9h5NNsWoDE25nvjsmfbPjFHdY+8llwa2HdP2+XygEwqqtLkg+sySSupHuS+xUWupY5h3IuUVVLHKNvq5dRn5hnXKtHwwItBc7dGT6+Qz5ivP2F3mFnjUp+4wG51Dl3hAZxDN+EceodbMuAc+q63OIfuHLoF59B1TGeMk6DQLqhsF9X1FXk48Jht4lcXGuW+SlnR3vl4BBSh9yIffdE1o7e4GEOIdyLdjmS/3Uugl+vT5YusOKDsm1mBnveVBAdQKWyHI9ykU4C3sX5b6/i93kuIX3Xc1nE4IawJ+d41BKVEDGN1C+FO10KGphH5Vgh2ADf2bYwIdtqvWlcY++1yMCPgEVNSsMvtcq6UXjmY8sMyBIXWN88q4g0Yd0RYSmYYLwUz01805skxTRIDWtT884pR8oIbTE0ceT+OGsTSOapsb5bH68hLDZq8pPWyHYel3FvPdEYulvsZMlEj/PnxSBYKOaiWh73SKa45Y4Bxp7jm1ObHkNv5PKvaPumUM85w3tcVsSVutxccMToWtV5r/l48xMh0ItoeVEe5dJLzcuuSdC4c5LzEel6/wiqvTmvye6llazWc4+WDGJRJBTG91joJPw+1JyGskRQQMgllG6sE3QN0aHpGsX2CsJbgJIHMGpf6RPMYjChQIUrkD5VTPwpLl5DkgDyv6N9CT5wwmPMuYO/zAd3vMK56ngP3XNiXA7Dm3ZzBFc9Ry34j23E44I8fj8tIgpSR1n4cA33XK+urllDX1nXmTdU4ghmn+BVZ4rN9Ld/CUYd4yxleZZVr5230yagefWMZTBYqJ6Y4Nn+WlpOc246Wg5w7Mek8Z5zjACoHuZU9XskjMNtJzAU6WvK0cI5L2Y4kkzR9JKQ3Y0FNXkt09I0qs1hzqgYWgMfkEZcl+XiNEqgzZDbB4jJaDojifeuforB/ARozJniK6qKFXvFoQlbBhXqMc+gGnEMvL9s59PY6fq/OoW/tnUN3Dl1ejnPo0zhcSl3r4qvK9UgFaxQ0+HehkcXWYFxENhmD/fSFdtRMzZCdjHST4JFuhUxC2W8tgX4UewZS+i0EOhfKWXgbAp0TuJUDgP5KJ0BeF4vfcvlSYd4xou6Kex+/dS5DyBcC3hASuUQMZW4BhXC3XkUzi4srAAZh3Yq05oKdSp3Se0jEgyXYexFvBGvwt+ZK4ftIwa4d1yQNgCTAD0S8sf2H3zXh7NCi54fHNj4mHxgPR/sGKI0Yq4xcvU9tiG5k4gFy4JEwOwen2kYawy3ZeTW09+CgvCSDV8pGoByDpBEscVZ2WplwgC4Xh5VILg9bhL+UoQCepVO85dgugiH4ep4lfsIhTndnOcN5V1fvjEU8HiH62C5VKXVmfO5t+PbkLI/7vtlRbjjJi8jswLRyy0GeL9Mur56NRgA8ZDyTn4ZzfLqkej4h0wM4gS30kYBlz0JO1nWAbUQCgFaeTCupHhp6BsdI2Tk6nkXWqclPsSwvN6JPrDFmh45sG+QzHIGiA06XO+WHi3qm13T507iqfWaBIufN6zpA8JwCjdGNrIFq7Ky2d4SHQhqbl2OOd+lcHbnZgsULyLU9WVjZjhofMMAJDNmKvN0oevKvxQ/wIDDeBjbp/1hO8SPfxRUOcUsm1u+N0LOM9+gwYUcmj/Ic5LvdcpTzZ7vP1b3PST7qIOf2qryuWec4ANVBzrPHV7q+i53j+0Xvel2QuoV8k/g3yYL08nG4DjIA0zku/9K2Fc0xO0PqGOLbbpHZZmWayX7lzgZA8BOM2N62QeUk1ONKnmLqqlDqhFY1mqkDpj56hHLqzqHDOfRBOIdewjl059AJzqHDOfSLOfRTc4zLiClal5fTXzsicU5i8IGeoD0PHhU1hWhEJfZeXG2AIqNyosMq5ct6YScj3axIfo3kb17fgUg3Owpx3343gc7WtyLcDgvz50mQPy8whHxRckx7FnLA55FvQCapAV24V4Idm2GjEdYzgh2oBXted5URI4xLMkLVuVKiXTr5EGlgvJc5mr7VVxY4AdCDaNuNeFNG9pnoeakcSpKg169SsGvEQNEeqV8acuAsOTCDVoT4jNzUso8zWmMkobWv9u5YBBJve0JetiD1HKt96TRtH5NjNgK89X5UctEg/NUghiNO8aOEv/htOsXzdt0ZXuzP11sO8fRX6qYl+b8t0J1pznDevaVjoLy9e5ZTHyqlLsYl+uZ5RnmO0GWkNbDJR9rHdJDvp0yPlxmBnezxorR6mnd82jk+irPOcXG45nzjdB6M6xkjWeOM52/fKutz0iUIWgR9y0TZ9I5dn6jm8ErfkqlPcJ3jKh1YygjpcNDkQO7b9qFH+swyg444HE6Dy9HZknraWDxBkpwto97apwduPxJawWNHoQaPQbzLvRLq1nqNuO+1k8thKWWf3G+AH8jnz9vmneJnHeKmA7pqp+uvPYe45QzvOcI1/uIK/Vydf1zYHrcQzEA8zUmuZZG3HORERG/r9uOedY4DKBzkZvY40zPydYZ55ziYg/bQfONAoQeY2ckDJLbpRC30DxHQFSezxuMKWeJ2FPcO2rIcssPOcinXe22P8BPaoYwguyku4wCcQ7e3O4eeLtU59HQM59ABOIeuwDl059Cv5NBPOcYJ9zB8Z2ALDqO0aA8tQ9gY+Mu2gzfamzss/T4b6UaQRi9fB9hG77buXOdJ8h+oSQ3pEJClX2ifqj+lgLbKvihCveUIyPuKdaPC/JkJ8hnjYhQjx7EMQrbdjICTh+KRb0DB8OaBWQoEGvxpvSSscUywx7xvEuyNuVKORLwVj0sR7Fw4j5aD4ZKhmeWlRbzJNqnd8NjJ/2oENlfeZiPeePS80nYkel7DDGHQinq7pBTMPb7fmdOH+exjdf0s+LtzVNaFZcqQzqfuGMEAVCNYysyr0CL8aR03dk25qBm5HKxdsU4sX+IUl7Cc4qPziUunOHOoW/tIoqkk/omopd/UdncSEGT2I29H0F6JqwxBCfm9ylLqLUe5zCSXWeTcQU5l1rM8YXKB5Dkno7fD6tnjWa4Cx53jMyQo26eV3ZWd40CWS13iegVw2+Wr1DNGMpEJPGv8KDTneCtrHGAGqBFBv7dpGJ9Sn9D6ZiazqyMLmnOtCT2nWMd1wxN21ZXkzjQunpszw8g4bl6KQRzvy9tfKTcJV8nPloN1Sk5qBH9LTvJrOHszTI7lUykOcTWwYYLwJ8hMuOfRKT7jENcCwYB9vOL6lNWWty+u6eLMFKD8TiqHORtfuKNcc5JzvWUPdkskdD4XikAr2q9lt7ac43Lsk88wIkLLHrdsXE5ekwyiQ3LnKq9momZ25fOnz+TBHivNkuoQ+scgqsC7VhDXirFgpkbWuOQxtK6iMa/oV2Hz9qZtYRTMdvnRzhoHeL+UpPZotlcMSzuwQcr3GX6C9rHa9Lisi+Ecujivc+gVnEN/RDiH7hy6c+jvtBz6lGOcjCpr277cfzpnI+u16PBhGIaw2m4SR41i1fDVcDDSTSsJO1r+ZUagawaslhGnRbTRPppA75EaAI4JdENJOyrMn7uotisE/CzxPHJ+JuCHhTs1WZixLNsnS9jM5sIxwV5kzQni+sw8oAQuAKRgz9thk9lVyVPAnhs0dLK8RNuKMCis6Y6wH3Fyjhii4WZuP1IKZtvvfoZmw96fknyZHDhp0Floyc1irO0dh8ZZdZttAGeMjjHSWcrWVe0uMoLlupH9WrCIXfk7iPVcNh4GEf6KQ7ySh1c7xZU+G3KKW05u2pfWD5RN7znEzzjDtbYcI2NNSy9ulUaUDu+8T6DtuqN8FW2lk3wjWmsHOc8CqxzkoEe+O0DN0urk6E7Nu85x2u2oczyds3COK873TBAwQ1jjnHkWsozU5nJpxNjUMpLpWc9mjQO2DNKyxokUqNuOzbs2NX7Pjh0tgkD7TX01Ov5rx3/eccYp3pOdfJuwMbuXpdiZPZz2I4vfV2QMZFhyknBRCfXhbHHRX2oJdYMbqM4p+AF+6aV8POYUH+lXVWZVbWxOYWsf6nWMX9jX2e2stq3r1K61B+1tkJnhgO745vtrTvIpB3lab2WPHw34KSrL0HWI7PEjznEtY2hrV9q5JoGddcBJAvuIvAJ057jUL2aD74yscRl0R1N9tMhsnuU109eck2ihZf9Wx2TvW1WR5p6QTqEossZFOfUr4Bx6H86hO4f+XME5dOfQnUNX8XLl0A9ljEvyJl+AMKwAnUy8Fy4rm8ahDepGpNuQQJed0yIpAot0uwBcyPN1cvnKKDcJLaKNIAX6vs+8QK/mQmFCfahcLFv3khTmGuR79BjXLAR5tX5CuDcj3zrtLxPsABPmSd5lYb8TDL2INx5JT9AE+7asl4PhZPZGXokIuADcxLFnIt4ixHt9AWEgSYJmWTlptGrZeQmz2XlnM714n9RkT1lOjhSv3lx5j0UKSBl5aE6xVjttmUOS+leMQxcawdXlGjJTyxY/+k5ZTk9Lp6Gx51AWnCQxqJ3UbzBo3I5gJJBh1inOt3WyxI86xFvOcN7VFWkiie6OKj+iZj0QwWx9rrF+j7ql1GPtJM8Ee4x5+7CDnC6FCGDmyaXx28oeD0DbOQ7MyR1L96BtLec4mMxZgWZWV/5umJ6RjqHpGA8Dlz6SNT5jlJLK1MsaB3bZpA1JFokts7sQxV0SkWDpE9rvI+PMbDlxfomY0wss3fOlhqlSpahlZtXGeChnTUk5tt2tqor13lnv5kj7UdA4JbPFFdJ/NguuRfhz+VfKyL5TXN7lmX7md9LLEh9xiLec4fyNsbLI5TVp1zYDTk0W3ArJXGoX9DLqPKN857hD0cZykNP8ntzx3coe52PhbEl1y0FelFantmHCOd6xoQrnOFAT2IBt69JFaQS21BGA7rQuTec4mH4xyu8ZmV5ZbmFMIThLZnNng8wa37bX5dR7lWgIEQZH0cDh6XXoHEedDifgHLpz6EfhHPozhHPo+3bn0NnDcA59+jaeYw79VCn1kag2db8TdAK/71YUrxQEUxDG8ciAPR3lNjJnqlx/ItKtImq5MWz0x6xA70W6yYi2fb9SoOdj4IRA5wJZtjWUs64ToFLiXgKCvIXRSLijA7iEJuBbwl38bUW+RTpWYTDeT7BXc6XALgdTPQYimlgkPUGWDuGE9mg5mIKwjgMRb40ycxkz5U8lRo3PFcOkdpGdJ47Ns/O0oU2uvufcoDOlYGisftSo+YRpY3g2SvxK8pjQMpBPoCUzHwNaxpsVBV7tM0P2a4EOTCZOzRXHlf0WCudp2NeNOMXzNuEQ4HoRa8+JpWL5gEN8Zm5xbSzpqVJT71ZjTHlI5HfVPr1R3FFuOcllm1EHeTN7fEVer5bEJHkE2M5x1hZxsqS69n62nOOpbekc10kEtaQ66ZShngs0TBAH/Pkege38hqlLBNHGcpRnElt57rkUbV4h2jB9ooqgN29mNfpPnx+0O9eaQg7ky2P6oAxk4P3H1z0GcQ3guB7WwoSDVWK0jHr+zVofeWZmcnU4YOtb5+ABZJILkPYj34fQ02s0OUjQysPSb6uPLsiCe2yneMsBPZI1V6yjNnmfoG7X2pTHltdYXmTv/bI2q4+FkYKEGxjvEnRHeeUkD2Q3lG1oezaVU2mT0ezxs85xfm+ZfIZeWv1q5/h2wewbo58r+t/mspTtruI/OLgsy7ZvR79Q+BqZ6bUAw1l72/7Xyq3SGYFKpyAMlVPPOuEEN3WGpwB2XeIOznANzqGza3EO3Tn0lxqcQ3cO3Tn0lx2HfnqO8ZZBfAU0w4Zj9IH1SOMuCWwIgitQlfw7QVK0oBrDHcO32J8tt66uZcjKKH8u0AlTUf7AcYH+nAvz2Xn+RmBeey9KdzKKtwsp4DXhbuyqRb7R+9MjQkcE+2jUNZ8rZVt3rByMjHyzys3lbbANmu14peGpRrwpClYzkp61HyayiwMJImA04o1BJQiovfGtjJSVO4pWxNu2vd1P5nHBCI9HNBxozJ1F612oxpt7zYuacNVcYoR7Zou3Mp+A0sDV9w+V7Gy2l2S/lHGWbhON9da66sR1XxROcdFu2CkuS6ezfQqCH2MO8RlneMsRrn0OrXfjiMzYnNdGzyuGBJHhwE6Qa07ynHVG5DX27S0HOUUZZ11NkNK4JblOr5Iia6ht2C5g3jk+AtO5ajvHc7seeU2vtHTIpmNI4qBnR1rl5og4GL5loUeMZI1r2MgMJTI76w8dEvsKtAgCTcfooEUO5NWS5LmP/X89WoFjIw7WSWjluO8N7dWV5HATkgvotSOMZEnNQpWTSl+EpZKDR8j+fA7hAMjrJpzisyJsxCk+kiU+6hC3tlvnrs6v3MOZIIzCGU72wn4RebvmKB8po86zyEcc5DJ7nBPTu26Ayjk+Oh4WmVyMzJbO8e36zjnH6flJPYTL9EO2rqYfdDCUNT4xVmUOg93XbKbXFeCcxGjWePN4LfKbAhWg6I2zup+13pJ3dyinXp1entI59Gk4h17KKOfQ02mdQ9cvxTl059DFsZ1D3zHlGB+ZG0Vb3yIRr8AJ+6SEJIsxNoAPv+CTRMUVxi+RFfJFLux4IdA19J5Cz6HCNxNxoTkCLhHoQqgPlX3RyP9HFub3EOK9c1T31IuAGzEKe9uVQbk6dke4V5Fv5BNR2s8KdjLSZ6KuiVxAuhRJLPTIgyHBHtvlYKxyZWrEGyezF4xFvNF+sr9GiYIRsnqkFCo5KYxSMDO4V6bXSDm5Vsna/QKXO0jMtjF8KEpcc7SO7DMC8T505xdn+10xlxiMdTPb8yV1nqncLiPBp+SjJRvZcw9GvzXlomjbhOr4DuW2hTu+ayd3dgSw32rpdPat8D4G9n7elucc4j09Vo4fatmvziBzRLNYGsdc5aDCiMciqzxuck06yau5xrFvkw7yJcbsqDezx5MDMjCv7iHnOFDJnewc14zV1nsrjMzKOZ62FfOB5nXp/dD0JboUIr+hyybL4Lw6a5yjIgg4kd1xPvA52CLbv3jTGIldlVMH9vnkz+jSCkFQEANHy6k3yIHnBgdeAtOu6N1rR2balxjZcroGGlsb4+YMJDmsYUhWSjRkJW2/K1i2uDpnKneKNzDSX5wbkHJQI/ut+cTv6RS/l0OczjniCK90svqWplFkJIltPONlkzGKozzoTvLKCc4c5JXzPO7l1bNMaGRtkQw64xyn9tu97aXVNVv3iHMcTP+QJLac7qPQP6TeQO00boJhJDBPdY5ry8xBYXIYGtnLxoJeptfeDnXGXtLhzpZ+1sjsbXzpl1NXdYrHwAg3ccVpnEPXz+8cunPoF8A5dOfQCc6hd47jHLqJ6YxxSdgQCiExe1CBXqRhaz6xS2AZw0qk23TUB2C/tJwQPghNgOdtKF/60fIvM6JMM2i5sUoCnbfnQn5EoO8XdlygNyPcHlGYdwX5PQQ9u5+mkLcibk5E4lT7aUqEItzVbC4wgb0zAacEeyb44zXlYDRYJem0OVOA0tA0y7oo6EbSK/2wOSCMA46UgpkV8JzY1iLZWqeKerYXz8wbmc81H+KAgOcRbxZ6xj4pbE0BdiY9JR9i/hiqMTWY9R3keMr3OzJ2HCX4D6BlCGvZ4mehGb13BfWlNI7RMXS13yM46xTn6xql03tZ4mcc4pZTRxoSvUyBFob5odA5ZtznDd2vgeldfD1ljlEmGbUhIp07wtk2ki8PIKJ1l02t7HGVnBYGXwR05zhvO+MMV59RTVIXugY7XqFncP1d00XoCfNt6TyzWePbvvZ7MSqzpHg5kjWeyQ65g6EPVuXUlTZT/TUC8R41y6kbcmOWHHhJZZFfCE4eV9suPpdVVYVwV3HJ7UjAJobZuib4OCfloda2tc0g+9XbMMj+KNs8A6f4SOl0ySNsy/U2oNShRpzhQfzm6zKMQIppSJtbrOfziAO7o3y3dTY7TjrJm1nihoOcZ49nAjq1pcC7lckYyzk+A5k9PuIc3663T2LL/XKQQY/E5ts1OSaD8iZROMeBQnepAu9aSIS2Fngns8WbgXcXDNDMl2Lawdt4opuvWkZexhGOSdHbjmTmqeXUL9RRnEMvtzuHXsI59Dk4h+4cer5959CdQ7cwwaEfLqWuCY5eev29atBzDEdKzZSAuSPUQZ2TwZORbvm4ef248bv9nhfo1kttlX/Z9pkQ6PJ8Wv9JoX+U+C8Utsbda9sGB6SmIL+XkLcEqdjGr62Yv1Meg9Zbz2GGnJbXpQh3eg+Kt1OS1kC21o4KdnrvpudKMcrBzES8bfdXz8FG4IYolYMZjXjTjleQAbDfj+ykKN6TA6Vg6BhDEW+dPlTeYS3bK7D+K49j98lR4uBsKZhmObk74NSppIHF1z8GZF9LB6qBVnS4BmkIW8echSR9gZMysqffcPko+4gp6qec4kqf8L+XO8XZeqkPAWX/AqUexMv+tpzlgB4Iwft8VGe6MpCidyzNcc4zzHkpduq1nEkeoWaRaw7yTV4hG4+IMY15SvZ43geVcxzhVsmTLHd6znFgvqR6PokgPy3nOLAbng0dAyFRvOu66xfcKR5LEruXNc5JA2DXLVqkAaDLksLpYLTjRLY155p1fPoO715OHVD7rdnGOga9Rkq77CSa+HDvOdfaJZC63YDMHEFLBvYCi45Cvn6arCzXT8rK6kZqO/GSEurVjS31+yjl4SQvYDnFCXndc+gUb2WBH3GIDznDDU6guW4ULVKbOTs1R7nMui6c2Glspyxyy0HOy6/n9cmG3dqgyB7e7Mx0icyW5eT0rM3E72PIOY7SpuIyiiqZaPON0/1XJdU5iW2VPiUhazgbTjk1uJOCr+/xF0Ech64FzKadlFlnMr64LgGUesFMOfXI+qu8uLF5XA/rf8VBDH3haAWaDpxDvwbOoTuHPnUM59Cr8ziH7hy6c+g7Ts0xzolECY1gvBKXR4grxnArSnzbfuLm+At4ATFBaClWnAwGrhHoHNKorZbBBLghsFXMkP6p/bRAHxHmJxW96ZKGI+9Fj/jrtdMGWUY2Ax3hfsZA1K5FOw8zIivSmi6Doq5HjMuGYF/CkgdXKdgfOt87KaayHMwsNMEuyQKuSMtIeo7heVKoBOpIX17V5xpBMCL0qd0KtRSMNc+aVMqughXxNjvPWt4vTo6PJ3A2M7mYj4rQezfubTA3DOHmZUEnjQEmKw1j+LJLP7v/INGf5WMvApxjpt96Mk1zivM2I05x1qeS4ABQBT3w/t32KdcDdT8X6wrdqa0rtYaXx8gu1Z7+Kl4ucpRrTvJWFrl0kFfrGDHddY5jye9rn6QmvSTsznEgyxC1pPqIrFLkT1X+lI6VH6YwPKXznB7ajRETnDBhEfWjXOeosbmy97VlJMqs8TXY8mr7RuqyZc1y6r3nzqLnD5MEDKfKqWt9TJcJqP1EQQ2P8DnfH2l8PQPN2Wq1uwo9/aWXidAEtzkJVrbHAZ1GDRTjkHJxAKNO8XwN2jo2fmhO8Sv6z3RWB9oeyt9sjOGO71GHuOUML96ODskPGNzAYAWlDKPiiFaphJZD+iud5Pk3ZTKR7hNsB/lI9njWA2DPOz7qHOfvi/wcs31rOMe3/XfNQJNRajBXsncjO4dVUl2b8qO6h0vk06pzQOSYGBmrotAtaH9xXEtmSbQCuWb5i1YVmr28vR1sB+z9pW3bdbSHev3FNuXU3O8n4By6c+gczqF3bsM59DacQ99u2zn0sX2dQ1dxyjGuwXpUV0S6yZu8S3adFO73JvEJI0ZwJ9ItyyvsAlwjbkb6onXXIyqIjHTjhmvR7spMuNS+KdA7xq8q0EcHOgNWROPhdaPo7WsJdL5OGHNBDsD8PFcJe+24VuRbsT45WjpZXaZg59FuQrA/YH8vuWDoZXZtyyWZMPQIGoIdKMmCmmyYnyeFP/P+3GtKP89GOGqRadIYjWvdf2K/XAqGv6NoC3cNV2V6tZwR3LkgiRw9rFfpg5PQjGGeXXUYlkHMx+ELMDy/+BXnstZ3XpP9uy8ftvVeVJlUwvA9VCJNvTAmR0d0nBk9qGOYFt81I4a1kuhVtH/ax4r4B2xdSJ0/lTnEARRkRys7vEV6WO9Eb7y/2q3GZYaE7CHuKM+EOg1EaRyjLHLuIM9kehq7KLNcEtPkHE+HS+/sshPU9D4y63c6gwuYlz8aLOc4nYfpGFa0NYG3kaXKRrLG+StBz96Kpu9BywjvZY3zdXJucWAnFkrGTtcXKl0iLHt/av11gR7RIqr281TFW9vHRN1P9yKsnyVmM5DVYyjrjuhWFnGvZU5No2dPKu3l8llHmYpwLlt8FJqjfEUsiP4Zp7jMZK5ui8uavC4U+2hO8V6WuLpeOzag/h4m96X+ekbWPJRjZF7EuutGUQRmcWI77Sed5EsAyEFOZdaJkN7aJEc4ySBGbvIxbZPfZWl1a97x7brtsuryfdll2L6u5Rxfk95bOcc7843fkoxsllRPb7U25Yepc1CfsT5Rs5UNh4pa0lbwLS3ugsstaftq/IKlW2gy7HCWF0rdssoaj3qJbm4PS/s3AnWpWtom++tKjlbrjzvY4c1LMNY7h96Bc+jOoTuHbh/XOXTn0Pn15n2cQ5eYcoxbh7aMpT6BvP09E7nGiWP7RB3BoB23M7hPG8WM4M2HMwZx0wA+gZlIt5lXyDJuaflU+ZczAr2VCdczggmjH5PRNyrB0dtXaXOPyNUQ45BAlwNLEQGnCfcJwa59Q3JQr47DCYKoD8PlfKATgp2UA4XA5uVEeuVgFjCiCPr3NDJHmzVfijRENwKhJgu0EnNVxBsdI6Qo+qNzr81CEgPyfVoBNYMpsrI/8l1l1wsgZ+X18gEk0dMCfwJlH5QRb6UChkrB0o5rzpFyZwdwPs3oGGxhZLy82kielI0WwU/rJfg6OdrI9qPOKkkAA+W3eAgjMlI++wOl0YbAHd1gY3rSZ2j5Cqc47zfNaVOR/4zkaDnErexw/iS07jazJA8aDD0jUI4p1nmIcC725efJgqDMFqN23EHOHeEPkZVSxy57EJN8ABHqc6XVe0T1No8XGRC7fnA4axwwjU0pm7r6hZBjYUEmw6152PgBCjK70f+Wo0KiaWhGJWtcENmW/FKP23rWZ4ieHrJOaBADFRnAMvvFu3aEFLDwGNUhyhOuut7EcaE+YcnNvN1wjF0NaVMCHX2mB0teWm1HYT37I9niDXnYK6Eu+006xTno7mbkXXGZ7HNc8jqdN7BKp7eyxHsO8VFneC+7Uf2NeS5ItXGBrS8fdpmVS3Mu27ipOVRDapszwiNYdnhIWdMx26vA7iC31gFlMJblHOd2LkHKLEs2Se7vSuf4je8XjZLqMY2TXOfo8ZXkkJ2VYTN6RYfrUeWWsH2pv7QHP1LlZCbwrgXLnNVg2r9HdIaReVxncdHxrKM4hz5yoc6h83XOoRvrnEMvzy+P4xy6c+jOoTcxnTHOScfiorhQqAwr5eOdeBf4w2iVTjOFQw8WcUy/r1ayOA4I67MGMD8OcFygW+DGLSAE+EtBoJ8kOrrCvPNbFeIXO8ei0tNVFK51zrjawr0n6Dug/moKd3bMTHqKNkcEOwJ7JwwCe7SECCcTtuNhOuIN0ImCKuLNJL1rYVLN5aX1F8aIgntgqoQZCX9WCkbbkxSyXhmfWUjlSm8zVwrGKiPXnFPpsdEyiDWH6j3lJ51qIJtq5LvT9BvNGK73O/ZuyVe9RVCcIvrpGFJGAraMlMtnwN/fILLiTjrF+dxwmt6jOcrz+gGHOH8CspvPOMKvcJqNHIMIZw7pKNec5DKLvOUgH80en3KOi3uL5AjgznEwnQDIuknlHB+FdDxwhwRQvsdx1y/k+srwFPvTN6xljVsOWcsZMQLuxCYdgsuvXtn1/Tj9cuomQWDhjMO8paeOllOn+eCl8/zYFW37KkTBFc6GwxghGE9Ays2Zd3T03ZM2ZQtX3Z1VXaVJZmljhWzCg8XyyQzS1yL6FYxyAvk6ou4Ul7JvVO5Vl8+5m7xOdwRIpzjtqmWJF45ydlzTId5zhq+KztNz4hwcswq5VsiNh/294OPaQ5JFWNtO8oaDnM9BzslokDzm61CS1ACJ3NI5Duz27NH5xrk9y53j2+9QOcdzO9hE9nb/jZLq6blnneNB/14jUOgbMw6L+kb3/qxKqmvOFIu34O2E3Kp0CmB4qpZRYpu34d826RJWSVRgf/6tDC8r2G7ri/vbkcVpZ7iICTiHfjGcQ3cO3Tn0/RqcQy/gHHoDzqGrOFxKXSOaRx9ZTRjUBPEzw8AAdLqEmjaoczKYX45CCh/BCLk/K9BbkW60frZbH1OgnxLmQF+gt4R3S5BrH/CRLJDm/SyVssoFvSngLRKarqG3PAj+jVVkQSXA6foh1s8Jdhk9FwIrC4Myu6sX8ca/MU4kHEErih7oEwVbG50o4MK9Mj7lO0XPXyMKOlDnVxPETqVIynlcjesaKSkHgPWl6Ddh7M+Mj1ywEykwSvRaqPrmYpy5tgqKMXzp/FIsw3g/wbUGjoaWMQzMKeY9aP2hGb8qRuUkl5F8X7l8xCmu9Q0ZB0ToA+Dziuc2mlM8P4Rxp/hO7CslYhVHOdB2CGzb2aPg74LGkTc0syvelVGVU9Ojtawueb1r3HfMcoWcEYqDnM9BTvLGyh4/6hyvPePifQysZNkRXcNyYFnOcbaPzO5SI+/DLRuemcCOetY4j8hWI+sbZeZGYcklK2tc9mHhDAf0curSeQCgOYfrldldlp56ZH+6vKT7jXyAM1HzpzHgfO0e4h6kP19m46yFlY2/ll5ikSK9+cX1CxyXl+WFDuo0Un6O9I82tYi1X0cmjiIT/w2Sn+7kqFO8uOz0d8YpPpMlPuMQr5zhis5TcDwjPMFRR4AYL7PIC0seN/O8n2GxneR0LMtBTnZJsmH5/OPSJgJQyZ0clMWd44KoHsng0kCPOoR6HKhs3objlY4l7d+K/Dac0sNEtsJBqOXUq4vbz1WVVE/bu1njuY04LrsvuXcv6G60BOoMbztSTp07yqvpWjT7d1n6wXZH9D/aj69v/b4IzqGfgHPo9jGB2u53Dt05dH5u59CdQ5fHZuvf2Tn003OMWw9gdv0MTikATECYx+fbhPE0I9CPEA8yMtzCVeXSZsm1nnooI92AuUg3jqE54EYEukL6B3GMaVRCeVCAcyLYEuRaWT0DzSgYtk012uSu/JFYAj434AYlO4cU/icE+37t2xkyQcCPJwlsue+MYKcIbLZtCctuwCWCVM7bZUVSWRFv+3lrIiGXjxkYOjYlYpwo2Ncp5eXouVJ5OaWvTOO/07chj51rPk4XLWNUIweUfVrZd48BaazKiHlN+Sr2x7xR9Mxw8Ns+jINERU9uSoyIxxEZKr9nSfaP9LMaEW5eVEPH0Uqoy+OdkYncKU6wyH/uFOfHmXSKayXSzXLqLEu85RDvOQQsEviI4+Aqh1rvOEQ+c3BHOc8kz0YjOSG4g5zGsmRIqpni2H8jbj9mnOMx9EqqKwYokzFB6AfmO605GS3dQpLYmm6RyW9R9lQhsHcHeemYuDdINnGjtGeMakR2tY/oBwDlnKCSjJ4ZZwaJ7KF51gBbh5DHB1K1hOcEcpw+Q9pbTtiJ8Xb4sjvj6RG0TOwpeakdW7E1t/WCLBbbx0/QIIBpXRDZ4gqOZL9Jkn/EKd7rr8p+J7lhtJtxilfrgMKpwPmDoq9ZH6oO8YITUPq1pRMd1XlHxjG2HEgoUkY5bRNO8sLRqjjIyR6V849zW1Z1mKdBMpc4HXCOc7J0JhuZO8dNMjvmcLipkupghCvZvLm6Cdm8ktcB1zeAYgqXI7DGa80Za+gVeTvowupjWAFdWtDdqdthNi7pEjLQboQGpX668XVQ7KL8fVwsjUfk6JXR0PzUxmGdQ4dz6LTOOXR12Tn0MTiHrsM59PY+76wc+mnHuESrBMysQO8Zvd39gX1Qp8Gfb9cip/LFDg5AlpGjoTc3SgvhWGQ4QB82I34bZPAsepFusjTsTPmX9k2xPtUEuhTkjyXQO8tDgrynMChtepAZT3SM4lnc+OC85GfaFPBMsFalYVpCHpieX6MgPDWyWxLYJExGBXsyRrNgDyzajTkLtHIwuR36EW8jpWAk4dwqB5PboyYKymOWmV/FJcj3IyxDEfRFH444IYA6A0+8K8OlYDrkAIDhOVLOgAgBYCcFqv7rEAQaMQDglDLcwhm72IQ2rjayAdWI1hmMjIGTclMj/Efnnx5BMfxPGr8qSAZac75ZchIGEaz9bt5Qpw+EDKyc4rLtCac4zwhX1xn9OOMM0NxBs3zZI/k+h84tHeULG/Apizw7Tsl5wRzkm8NwL69OcuchRoSY5EN6px/WmOcdjxG4LYKopmtEejUiywjn94AGWa3pOcMPRyGnNT2Gn8c6DiGkEZ2XPY1rcb9SRmkZfHvbdNtcH5m4RS6XuEzSSqBqhECxLZTzrfHo7EgOGwlGBJ2ab22EyAbQLaeu6RDQ5SM5FUwC5zG+6zvoAgDqMXcQWkBZq9KK1oav69n1o9VVWkRXhkYWa893pKLBSL9oNiA/RO/ZG3KxuFTU8q9H8l/hFJfQbrHI7CZZgl0+ADVnoPEIkjvg7UyHuMwOl04ahSewlpuZwb33QPavJDo1Erwgrum3cJKv2B3kdBzFQU62L8/eoiBNopi57OHO0y1b6phzfBQ95zjo+jrOcVlSHeyYWVZZNi8PYmvhpG02nTXe0yuw8xBHyqkD18oxs0JNY58oDWVDn6uC7dJY2M3azwdQ2il81b3KqbfgHHoDzqE7h+4cOrsm59AtOIfuHDqAQ3ralGPc+v4eK8tBQjOGrcipIciH14t0G33Y1gDcIiIGiIoZIxho9N/YXZSXrryhWqRb3saMWHObVMBGS8MOCvTTwhwYE+ijwtwQ5MOlZI6gEqzl76KPFrYgBLwaAQdk4V7N8WkM+EcEO+2nkghgQntSsOfwKbpM2jcsyUgvCYWcNYeaSCDBzkmE7Vjjxk1PsKdLbUa8yQh6vk8RQZ8fgZgfVDoKOO7htJWEt1YKRn4DHXIASAK189xHS8rNYmaOlIoYAM5/8waa81kD/fF4BppBPQnLuGnOL34QVgZ5cT0X6D2zekolKwW6JWFpX7msEcPFcZUyTkWDUvZpJdRV4r/Xf2HcKb47vJV1jUh/umPLEXDWGX4P9fjMIfkrF8UYqTnJWw5yWV59JHucypFh3eWW6hzPTtRB57jIys5E6aCxuR14NccNs6S6pVcQsWpkjWslyDTHa6FTGD1/Rq/gRmlBDrA3RdMjgFJe5T6je2xEzk9jkMhW141gXYt51oBahyBI/WLC7/BscSc9Aqg5gMpUNsbWR4XUZRrtrBKh3aziWWhBG1z2cdkoLxO1XBwBkfxF/NxJp7ilx9BVc/tkxCmurmPHqZwBQKXzVA5xqw813UfjDGQbwtRUEKwt6/uilGo6j0l8pr+lkzxte0hBV4aDnFdqQQhb8FqSUJUNe8I5LjEjn5rOcezvTy6Rjl33yIR1RKFz5DlOlSyvKmuc9wNQOVyzU9bgH/o3uMslleDm7bhewclq0isUMh6ouTbK0LsHuMnKdQkOKqde6YHQnA9KCdTWM74HDyFx0fGdQ3cOPV+6c+jbYZxDL+EcunPoZ+AcOqpBdPKbn84Yt0qo8XWcjJTrLPSiAY7I6CO4LOLQPIEt4GdLpg1dZmxHus18ktad9SLdeuVf9ot96Qj0boTbiDDXjndEoPfeOW0w5uvZ4FwIeRLOAGNO064d4U5vXEFaTBDU8aGOTwq3PRaoEu7i2NOCXZLYK4DArjGUc6XIcjAj5UbI9gYdJyJH11toZdHwMVMjCaTRuY0dRhnUxjvBn0HpkDgu0Ici3rjhX9w4688g1nPyQOx2T3LAIgR6ck09lkUM3AmHDWJGNhJG5KemxD9WZH6vdJq93/b3ClJfK6OuzZfalJWAKis1mNniGiGs7TuJqoS6Jsc04v+kU1wtp86yxM86xEf7/p4c1xWHlsfIBp0wgvaSZOl5aQ7yuBuuC/Ts8ZZzfItEZs4O/q6QYxWonePKe6mV7B6a+7M6kEFEhIGS6rf6GrOcMrLGZdlTzSjVcGSe8epWhQ4xkmnb1COAWndIzpsmLiYINHlSlAlU5KkW/NN6GhTI8KxI7YwRu/MxLuORzjOjJVSZxDMQMtNscwTCzutmvymykTBbQl3yAVdmigP7eLLk33x8p21tpzj1cYszUIMEowh8YNuapWE5KWzpRfJdODtePYgxcjvJ9mep5x2NijzKcgnbGJvHPOkgp9MAuDG9imQPzx4/4hwHUBDWo1nj8try+rjrIJpznM8PyqGV2uQl1au5QYmnAbbWwcjyCstuwBv9PqVryDGb/yadQspiKVNpHdc72HGkXrGvgzpYzzgcqtsRdu5sOXVZCrXoI1oXjCo0Fo7oFKIf7iFXnUNPcA49wzl059CrU9Kp+DU4h+4cOh3KOXT7WCc59MOl1J9Z1PdBDM21QVAEwKl5hc6AEcQazka6SUhyVL0kZugSWpFu2v5q+RfCvQS6JUg0g6O66I5AV4RyFuiGMG8K8o5An3IihVoY5mNqgzgX8tSU9mkJd0W4mnN9ForEWMQbCXop3C8R7HI7UBCpPNqeHgMRCQ8xFiRpL+JtFkX5UxjzrjX3t0kCOv6NC3f2HoyUgqn2G4SZhTpjkLYIBugOBo0ckKTAmZJyrVIwpGi1IubFpT3/kP1Ov2X5SjwbOcqN4R5kOyv68YpscQlpAKttAFNvacrKfOGNbH+NHG5esC37anklSH1JYlzkFJel02VAAx0jX5fYDmDaIf6s/WJnUXHA2O9p1EFuZY9b492IczwuTxDwtHaOpzG+NDChkxdSpzlDlkrSlI4r2kqyoGjfyBonnQLs2XOd4qFYf84Ga2WNA6Qj2CXlqA23nE09Aqiz7K6CRmRLnSBFzFd6AgxiAGXbUdLmeURz3sZBtMZerW1eZkFJ2vYZ1MSxbm+ahHFxkQP2JYfkAK5+hwkt+SjacdnIcWReceD5c4pr84n3ssSLOcSZ3tMsC2txBA0neFOHndGbiv0eSpv+gY9h6+4oZ3a1NvZVDvIVKOYgJ9I0lNnjZ53jSxofuGyShLW0seRTlFyD5RynbSPzjfOS6rcUSLYi5Oy1wJ8fr3CiyAqzH0+OB82scQuxnCOUH4O+EV5OXbpIqjleRTWaM0F3XJcYmR4j35LgJQDsOl6+8KUMKDmCaZ7iPkHbzqE/EpxDt3kB59DH4Bx6aTM5h+4cOlAocS8nDv3UHOPyHbUewlXy0CKLTXBhMNKOo1Nq7Qym5hITkCRF8zyxJPZ7kW5H+ulIpJtsa5ESU0T/EYE+2o+TAn1amDeEeyW8B5SOCgVBKdYlgR9i1AW7YoiHuKrCXY18u1iwA7VwLwQ7fx4zgp2/dzLDK92HVg7mAbtyKgWFhSOR2S3Bnp+LQRIUUdeo25ul5WQpGON7afXddAS9JqSlAsavibdRouaBZIQo11eQAxfIKE4I1NvapWBkxPy2Tol6e15xL7JYYobYbxjDPUgSGTj/jhSBzxP9amXyj2SLZ6yijUUUY+KbVaBli2uZbvdyiue+Ek5xKyvOcog3s5yeIaFVjIEDeBh8aW/s5eKGfOEoSX81B7mWPT7rHI/MEMrOcZJFueMeSn0sXSc5xws9JOsWB7LGaX/F6RrAdDhDp5Ay08oap3YFkW1EZe+Z+OU2/njMW2FOhWpb3Mcj7jiQ6JWU286zE0BqhpfUJcJSR87PEgQtEmCEIBhoY+kQo7hHINU9wcffZrs0/sp1jwVpX5pQ7MsmRgjgmXdUs+e0MurW5Qj5SZjhA4BdLmqBYked4j3Hl0b+95zi3MHenEc1LRe6UF4neIEeN7DqfVvYNiPvRQ+GEyGTp3mMLDPAsyDUnORcnhQO8rSOmrNr2OYe3wPMNjuO9KC+cxzA7ghnznGgJEVn7atChiTRwp3ja9zlE8mfkZLq3JlelUBtkdmhDsLbthsOkuEbVWxdJh9NB0RjH7Dt/LMMs4rjAXA9YvtdVqCxyqlLtUSdZ1zhdu4GSx+4wzmdQz8G59DLts6hO4fuHHobzqEL/sg5dBOnHON0Mer6Z5jz1owWb2DoBTwq0E/MJQa0SQqtlGhxyQXJf41Al8bu0D4ojdz95ExgTxL9qtHaE+gHCA1AEcZ8mfqQr9OE+YBAr44jl/mxh8DarvpAHUNa1oS8MERISErh3ioNE4GuYOcIt5taCqY4JhPurXlTuoL9plwDmyul2B72cjB5LlXsRLYaia1E1gPzhIEVfd2LeNtIzt0IlQZpcQmaYse3gfWl1mYSrbmLm5HaQimVx5J7Laij5mcwe4ezpeSoXTdi/jlGIT/vmS3eMGBG5he3nKsSV2WLW8Sxpadoc2ruJ9fl45ABDDTl5bZ93tCtfoelLZ+0vuG6EK5xirfI/1mH+D2cPUd9bdku77QbdYprbW9LKI6/Gb7b8i6/ki4Zd4kvs7geENO+2zsdETfCeQmVcxxrxG0RznEipYmQDsZ849p7qxHGswSrJJ5JvkRRUl2eOq61Aaocq9QldqIAmCMKmrdAmbvpLznIe1nj7WOWMCPmrXnGqV+vJpuLPprI9Iri7hVy/KwO8dygRQz2CGcD1it61NmqYTTzkCOTxkcgpx7huOq9DUrgmOQDlnq8k3zAiGy05hWXOJvVv+TfuwOT7KTC34U2+V/sj4YTQJRNH3KI0zrFGd50hJ9xDmhQxplyDAOzu9J5pJM87VNlHYdlt3PjCsRlL69ekJ519vgNMWUNAwGbTFKzuUB2L7NvmV4jS6qHYltj3ADTc9J+lXMctl0lS6pLu7cqgXqAzG5C0y2iOC6tS1zKcNa4PE6D1B4JuGshvWWn0bKBNV6jIrRV3e0RpHGvLy6Ac+iDcA7dOXTn0OtjOoc+DOfQGZxDN3HaMU4nzsvSfrxYtrcezlFhXoC/oJqh9NgIddabJIkluCHM11kYuT1u7KqXqRm34nduC2Hk5ovkBm+D6JcCXRi/5lwos4NPS6CLv4UgPiDMK0HOB7pFuQ7jOk3QvbM5MAMnA9dSwHIhn5+zEMS1cF+Ada2Fe9qHXrPA1hXHm4h4K27t4cGOfNMEu/JspJEeYr8cDBHZVP70aMRbb44UDnXONfZtaRFvfFDk7TelY5M406VgwoIq00vuO4gsjA0nRHvfaM6RIkvAXBk1H+VxE6RzYaaU3H5soQXc2TBvX0xnvqrHQMOR2iKQObiD1QKRyMU6cgaSqDmpC2gGsDa3Zt1G2XbUADbaH3JSacYo2zZcQp3a47hTXM4n3ssS7znEr1D7esr8qLKv7kvbp65oDNxRzp3kATCJagB7ebQYd2cvUGWPP6SdpXM8ZEKbOcfTPYYFQJLLMit8l0fYt3MigvQUajvzrktZJOVUfjbtrHGEGwoSu0MUPAiiQIKcEXKO1xmygJeTK+RYhNpv5b6D5ED+fUciu9VHAKiceqECSLmyrqV+rJzmMTLvDmGSwDfH4BNoTUFy1Nk6ShhL0PekYsTG5G215TM48qy5DE1o6TRWCXW+H2DLRoK0S2TVCfmMNZ6AxjO+T4snkOR/ofvIvpJ6qWhDv83scMnxtPpbI5+veCc0YlOxhVQn+Zr+Y1nk0sG6B5jt+4RF2LuhXVodLed4KAMusg6AZCdP2LfFIwDTcYTOAXAZBTVrnMuslt3L9YzyuSd5pZHZ+cFJ54hRnUa+V9YYILbleUKlTpHatsqp52OICEytNCrHqP6g2ba5n8D8PYM2sDbPeAHpXEoVDlQsS81NzEDph3vCOfQ7wjn0Wr9xDt28ThPOoTuHjrYu4Rz6OJ5nDn3KMR6ZsSUxQ8QQjkSA036aIdU+cVtgVG01nDWCBjunVzZtBr1ItzP6ijR42+12Y3c/uRDYad0zE+hG/wwJdFq3LGw9a6csm4J8Eftr1zZLriiGd2FA3xZTyEcw4S4GfBLuuVsTOQ2gJLDFeUcE+0jEWz6siHxrCnZ6JK1SZWR0YnvnwoIseMiIJgIBMRbktYx4k4KEPaJTUOdcU9rx6HkyPMtljJWCuYoY7EEjubU+4tsBQCiRQG3kLWF3OBy+PMVwHXFwjZaSuxdGk+cA6HLRatf6Ted+RobxSDlYiZlL5Xd73rVQohsZrqxX5aVsp/w9RfBKOSVLqNP60JlXHOec4pzc57rOYzvEp76zA8eT15fJY7HfbQndrHHd4VqekI5RZJHTM837pOcdQyargTZhrTnHH5I2QYbzjRMrAHOUr8JRkJ5DEq6V7hHH5Bgfp4pAD0VXCYBOsuRjlVnjmeROREgmRfg+zNqvZZftjLCgkQWtsupk6Fv2lCazVgzMtQa0iex7wiII8juhR8wDfSfCOxO0cVdrc0+0hlbVxiRE5kgdwRXZ4uKdmyqjLmUkHQO1TjPSL7KKyrZu3x/oO8Wbl8s5qPRjcziWbQ47xaVuY2WJx3I9gDpDXHPWSL1ILtNxigd0nT0UtDFK2uhM/mTZR+XWKYt82Y9VyCayW0PcyqvL7PGwJMJ6Oewc30RvGai1YH+vtKzxHji3UDrH+/ON37DbukeyxmMIVYBdFYB3dMBTCOwqa5zOxzBaiQYoZdeCMttLBt/x9SO3tIoxw+Jye+XU6/YodYvYKYUqn9cRyP69I5xDdw6dwzl059CdQ3cO/XI4h34KhzPGW8+FZ+4U65XfRwX7MDQSWYFl9Jwm9CvjuDEYE6ksYJH7PaKY76/h6K3JPusZvHy/wtgFSkNXCmFDoFdt+HFoPW9zBJpgFn+tCLcpYW4JcvlXLkN/J7q3JY/FBsDInx8X8um5UwRcwFIJ90h9BbBQ4fOCvcKqCPllJzYp8u2UYC8MJZblFfb1RCDQ7bYi3rZsuJo42I4zbhDlRyDGzV7E241JjW1sSEI8KQI38Uw0xS0vA/Y3NSL4DSPUinjbIuI1C1ohDnjGl0EQAJfL0O10TLCTajxaCma4lNwj4FDEuGUUT469U6VvB9D6rKTslGjNK7a3OQaSjxq0ecQA1JHh9DsOkHOyjSYnZ6DIpsKwtdpzGPOK7/1yzilOdzbqFH8MZ/hRXVfKh8Jfq4xrvHnLOW6WcBTrSYfrOchlmVNAJ6x7zvFIWkMat7lzPJfmBlB5WTvvs5o13pBZ1XgkdRUIohq1PlHJTC1rPCyFHsBJ7JkI+hlwQqBlh206QqlDaPvwCO3CmRHEPOMdHUHV/UR7bqtJ50/dP32Z0oqYB7sXwhXEwFGEGMuSh3dGr9KKlXEF1GNvuS0RdwfuoZdNVZ5IIe217VqbUTvScGJ1ERoVVUQ7SfJr/TIiH4G2fARKGdkCff90uYuybVtvOMEN58yQU1zqPoqTpusQ7/AFpoOgte4MJJmJcuyJsl36S07yiLV0kKe2cq7dLKMAyOzxgE3ePmRb9phzfBHv5tGscbrvLE+YHSXnG6/2i7teApQya7vm7WDZ1lIdzQ99u5cwS3wLW1dd7u0PmDoFUL4/WrYXfWe5Dw/2EX+2OYABjAqK9H3L/dqBdkBHn8g3YnAWPWg2leyH0f6YhHPog3AOvdjPOXQ4h+4cOjuOc+gAnEO/kEM/VUpdEmhNQf/YPELPILb2ObJtFpohrHVaaJeA6aEX6XYGo3yGFo1YGLtAbeh2nrUWHX5aoCvC87BAN4R60c9MmPei6YBy0K0j+wdvUfxemDEY6HyFcF1KAZ8i4HYBLoQ7XQsR0JsUy0a4zOBqCfZ8zSMRbyTok3A/JdjFXClqOZiwlz6NQDfizco4GonOLhwfiiAfiXiTBAHE/ROp3SoFU5RBDQPzg44KeEtYzZADA3OkzJSTm8loKC7FENyXlZK7I86WUGu9C4+eLS6IQEJLdnKDOK9rEhf6OuuN1d4LzQjW24h1NBZzWEawbKMsX5YtDqDKFtf0HCkfw15CHSCjxCArDNJf7ou8f1p+Bg7xqwgrTeGX55cOcn5bI5njLazFuBkqB3nALmO2Nnpp9VHnOLDNcUrO8QjsmeIhRWGvQDHfONcnmN6hZo1PoOmElDKKE9V5/07WOOkkwgCVGV29+UHTLU9BZo4XToe4P3/aJnUIoJRZpv6wLHvUvNx2Eq351aYIba0v2e/HIAZmcXUgGcdspZVWGXUJTmrJjMIroR61YWdqcrObLS5lqmHHq8s9KCXuW9niPchsuTNOcQtaCfW7OsUFD1DoP8CYQ9zShUa4hCt5ITqeMQ7xrHKtl3QH+VLqA+kYRfY4nhTOcWBzjtNv6RxPEmzMOZ761soal7oKUAbg5cvG/j1zWcQD8Sw9A2F3wK4AAuqs8axjZD1i69eiygnZvemplA//oEwT/a1ljauOh2KfPbBLI8eLzPGOHjGCWVVyZIxvBdpVkPoEYYSXKC5srr/uYcc6h34QzqGX/eMcunmefCvsUp1DF3AOPbd1Dt059NNzjI8aZK1trRs+Qi52d2kJ/JZRLI8BmC/eKcJCIfatEjAaWSz3y8tiv1HQlUjlloze/Hsw0m27AGbE0vG5sNZIfssYBtrLMxgV6EwoF/vwf7w9HYMpAa15U7JRWpAWO+wIxnKDZZDwQS2wdSSwKgEPMOGOWrjzfSIrDcMYWy3yLbcTAv3QXCnrw5hgBxPQ9JywsGi+kkjI26gcDDtWFu7RjngLYTyivhX9JoVGEQGvGJYrQlWGrFVWTi0FoxEE+aKX0gnR1VCUb1IQP1XEG7A7ExIxIMfGXsYXYUFdTm5Wco6+knSps4icAYIS9XYSUp5Kg+sUjhASg0TxyByoMjOGMFs+rZctfjEVqkItCSv1lhEjOIrvUnMGDKB6/tzgbGWLyzZJ/rXmFefEBddrRp3ikvAnsv9KhzigK/CWvmqVrp4FyQgOIpqB/b6ympX+as7xIyQpN1orApueOzbn+Na+TVpngpsZnmsiUql9dpQQCQZscimwubuY3tR9pw+Q2IUeIXSjLEayHDPkFZdLMW1UCOyRcur0rCmrb7Y8pESVTddsK+YWZzKruIqKGFDG/el+qNtXzgRFh0Dc+6MQ+7KNDKRojGsWMbBpTY/NYl+Ho1c+8gqOvqenzGcMBpO1oNmS8t07amM2yqhXwWNA/s1twtlscYsHKM490fO9bHHuFLePcZFTXHIJvK+5/iP7kRyPo/1r9PfVDjO7PgM/p0K+Z/mDLBu3Q60IPGCRHwcL4voUVFo93nZKMIQl2x7c0X1LI+g2WvbJa4Dk+lzWuNQvhGlU278o9YxbKNsRaZq/I0DPGo8rcmWaSmbTDS1l8B13bJBTYxbyXC2dWvKPyr5HSe2j0LLG548xEGin/R7FyD4z/XABnEN3Dj3/dg597zvn0J1Ddw5d3IBz6EPHP8mhn3aM04nzcnpKV0YLjEIziPeDM6FQrZs0iKTw6ClOvfnE+KE1YS7acCGuQSudVpzjhEKsPV8z240ZvXkdUD4/ZuyCtvUEer4RZti2BLpGyBUXavQPF7RZcNcCXY1wk+1bwtwQ5Kpgn3XQKJ29gAl0JbpmF/JCwNOgG1ZFuNdCOI9PFEHGDUkgfzuVYE/LJNiLiLflBrUUTH4oeztTsNM9KeesorLze5mfyv7ehaUis7WItx5mSsFoY2Qr4m37vTshOFmwkx6NUjA8OvuoMdq9qcYYqmzrzrPG0CdszkfQc8j+6c2xJiPctjZlKbmrQQbXsKxtEZJaW4CNzeLZamPzFcSDIWPvSfLPYmYusWIdoMtMDk1mKtvzMtDWe3oyUWvTyBbnbXrzim/rxp3iI/OJjzjFpfyzMOIQtxzhZ7LI11gflzvKLQc53RcRzCPZ41apaD6/FrA7yHvZ45K03n7vYyGwlSujcTHLsSS7yWilzGqzpDqNJ9zYZF9UBHvvJ+WZ6Rzn586NlazxtA8nCYroekZmcwNUk2FUWu7sONXKGge4w0Evpy51CLm+do6XupvM8j+qX7Qyx5uZ1bIPeSk5eRwlDP4IMfBcY0AWj+iqchze1uk79jIKxzOr7PnF9RMLW1Meb4TUP4qenISwE1FzAVwujmB0ihHzkjuS0Xr+VrY4MOkUX5+WTm6LK0jbrTlUAaH7TDgGesTl6HyeFsheLY4JcU2Vc5valds3B3ka+7hdK8/JSquHh6ebjrZs1KDlHA+MvCbnuEles2EzICSdQL9/TTch/YLukXSMEIjMjuq7qdm+pJvIrPGC0A5l8F2WWZqD/ApUJLaQZaQz8Iw8bd/IqOS0vsgWx3lSu4eqRO1+RYUuMTrPuMpJPAZaut0d4By6c+jOoTuH7hy6c+iH4Bx6cQzORxzBlGO8JUis53Kk/MtKSusEzEwdjSTWMPqy3ktBYoN+PpVowonfEWiRbtr+o2UKCO0o8N0IrtfRRQhlShPY1K7hBAA6Al3rK/nxK8vR2N4U6EJIV5H/iy78NUHeylKsoxnnPrAlhNI4SldAgp4GoCyswKLgGBkc41oKdzCBzZUA6ms6iSbYgbIkDD2fM99ainxrCXYpuIfKwVDEG3sW9IysiDdeau5BfNVHSo5wwcHLwbTmW8v7Wssych7Y+6Ait+9nJKrZXy10iAGgNDgsMqAoB3gnptsyWmWE27Zub/wsefdu5oNBKlttz12MYZAZ74ime/QcrhrOZItXDlNLT0EpM/d1/EIa0eEaGoaw1rb6PeAk6Ub1a7KQycwIsOe/Z3y3+mjEKT7qENe6XPkc99sRG1oOcW0sPkpaRUVH447yloO8IM5RZo9rRk1r/mTaJh3k9GHw7HFOXI84x4msLpY5CR/3+cZzSfWHZPyz7Ou9/xpf61mZJuRO1iXo8FGJ0JbnC0tVWg5guldALqfOl1s4pE8kUqDKGhcGKTkVeuXkaL32qqtR81dD6gRDOkS/lNzziEvLqTeek3TCWk5ZS3cazRSftUUJ6pVrstGyNam9Nf3IiAxtYKqPJBfA7ERgl5OEGTm57b/vB+yychY8W/xoCfWuU/zhKeMLYrGt4gBk2XTpKKC2tC4/ELtvLUf4lAO8RUITWJaWRLiVFF/ufW6bJVmS35XC/inLqweFuwjLk/24KxDwtOkcj6Esoy7t3F5J9e24u37SewNbzvFtna1jcCerlTVOwXdV1rjUL4Cdq9D0i6P2sejLvI6OKdoW+kZUgu3YMVv27xJsnSKEc5Voiv5pBD9p84yX242MLx60MH1x9+MwmqeFc+jOobftQOfQnUN3Dt059KNwDp3WlXzEDA5ljJMR1tr+mDCjzWdfPq0EzCip3Hv5jO2tuVGKdspDbRnDrf0IhdDvCHarBIw0dMs2wmAGSmHMBbYweKWzRctUbEYpzva9FOhCAOd+0uZCEYJdLRvbEObFMiP6gfJbom9O69ER5XkT1HvDwA5GxA0J+cgEPB9zcgQcXV9YmHDnQrxWUE3BDmwKAD92NvLXOuJNQUzkQ1gYiTAq2NlxsmAn43M76G58khIT0jsY9Ig3Pjdo8cyJICDCwLyj9jhqCQjapjkgKONrqBQMHSssjxM5L8dQ8btwNMiMLk5sK8QAUEa9tciAWaz5mOxyUt8wFaM7vl5dMv00NFJ5Zl8AVWT5FeBOVdPLXM8rBozpJVoZ9X3bNdDIYo4q80ozXJXnaWaL0z6yrbGtC6mvkFzUZKJoo5VQB1A4xbOcGyT79/3SsYRTXPb70S+fv268f2S2UrFNeUX74Qbayev3jx9nZXWw9jLmnJgsZV3POd6D5iCX2eN0shVjzvHI5NEmabblSNoCySamQ+W5x7HP072tSMS2omtEKLrjICpHpCa3cmM7axzhlr5V7ASCoksAwig9dNU7+JhmyaOWbrEfJxZ93yp/ysvJnUGvz7RMu5Hgnm1fUUqOoZV1t20f0yfubhZP3G8Fyz7t6KhALSel4/UKWO+qVflGbX4FcX9HQkvlAkI5bpU2uxKYYPAAQCk/zvSN3Rdk34zPK37GKa7NJX7IIa5xDQLDc3QeRWN/eTXcUa59nYWDHNieS5aZazZMCtt3fbqVUs8GC5rO8VuyEsk5rjnKLbSyxrUpXwiWc3zTL+zz8Qwjyhrv2r4jhLamXxTyv0GAd8bqVgWU4hh0HnZMLbCrZf9ebXa2ssZ7+2kVaAqIZ3rXQDve/0flqnVo59Dr8ziH7hy6c+jOoTuHfgzOoV/GoZ8qpV4ZZWLNqPF1NEocaChcPePWIv5bgvskqigqS5gPGMO9Z9uLdNOz6Y73A4cU8GT4bhdRC3LpQOnOiQLF0DWM3AqyDxjOCvRmhJshzKVjYFumNqUQHykHqynbFHnIy2FIkv8hxizkKSJOCvgyAo5Fv6VrDElgb7+PCfbt4kqhUZWDEaVgorKchbsl2NnxpWBHuG3vHpEH0jDmxif9pmcJFFluPGKwN6cXzZEyiiw84ljEG5EIQ6VgFKNeGqHmXGotQmAAVcQbHTOf2MjQC/X+Vxv9HKNGUa9UaG6nHL9wMjwWjvTdGfl4JfGgHGeE3C/bl/seuoyDWXzy6gunmOb0tnQZSRJTWzqOWDeEhuxU23KZCJSyEKUMXFGTFFc7xUd7UvZcRVbQOMNaWs7wqj9PZHcu4l1cjfOQk1w6yMk5DmzPwnKO3yaMHu4g17LHS/K67RwPSXaRoUmOcppvnKKx1ZLqfAwpCIIBfbDzDZDukHfh5ADbX5VJ0hDN+kPa1tEltHLqlvOBqV8qqkAfJrO0rHGAxs6aGNi2Ib9QxbJ28scoJ9eAzOAvCBuCeIdmZFLrqz47//u9YTlgZpynbQLqmvvnz9gqPUrbiv00uUlQCORtn9ImvQTchpTrNVuU5CZqe77UUXQnObDLSo0D2I5tczYjXIAk7lvg5D/tR7ZRJvxnneJaljjjAkyeQCxXJUxbjvBJJ3g86DQvbFh+PN4mySXVQb6dvJRJaDjHkbjqEDcH+YrKOU79tSZrtSijDlYCFXNZ46PQnOMAybLxrPHA7GTL9uWE9uZcwDWEtnwXpcyRcogua6acuiK/rGA7oOYnRkvT0vjRm2ah2CciB0PK3WLRLmZlmvf1VYF2HFwGmAEJd9BZnEOfg3PoqGScc+jp3M6h6zIFcA7dgHPozqFrOD3H+KjglsbxGYJwP4Z1Mv2F0kqNVGVEqF3jOKdgCXPUCpkViS9hlYG1CIkZwoNfUTsariYreOZbNnyhEBWaksUFOkfL2D3aX5agPyrQFWEO7EJcE+Y9QS6358cxcHuS5CbhnY9BkW6MJAVIMO0Cvifcy9IwFPkWEOICrE/z9bYEewRT2E4YoYVw1wQ7RXApqAhtTrQ0It4iNhKAR7wRYZCXlVIwgG6IzpAGNaHdJwd4Sbltn01LsErKpQda9gfX5FqwDCiLmNZ+W8fUyOxJYmAWPaNIi3ij9dp8Nfsx6vlSHhOnztwgnx8FyrvSKlvXKqM+ki3eijidhRotzn9rOsrocz1JVFhEUSEbpVzMF7rLRP47gslDcnIr/THrFLcM3wmVp0AvS1xziPOnVWUJGO+L9h5VY38amwk3sGfBrzP9rRzk7LhkyLYytCS0z5u6VTrIefb4dtK+c/whaQfkHCfymmRZs6R6NMhrmdWViYKxsnPkIOk6x/N6QW1SFDY3RPM5U9Y4I7IzOUA6FmMc+DJQOx+OOCBbxqiUXcAYMVCsL+7XWD4KxeCXZEtu1yK7pc5xsJTco8Bw4hZVDNZVd8BqMNodub1WtZUeRokPK0OcUG2y9E5pbwonq7rvyPsq3yeDuFdlJbVf9P0tWVluL2VlcWlMpgK7ncfXWZDyTtNVetnitN+C3Y68winezBLXuIG8XdjSljN8wrF91Ak+eqwgCW1arznImUyJ/HdYgBCTvb6VVifndz7PCtU5fgsLHohEJhsTVNVFLLOS6pLQllnjM0NqoVeg1MNlSfUsj2Bnjd9CmLZ9TUK7hxE7OKGZNS6J7biiyvhKx+1VPMnnC3uftbhG9XKEg3xl70juG9L1uKhS9A+zAo2FEV2isb3OrFVK0d7RhnUOfRLOoTuHDufQnUMv4Rz6wG/rmM6hFzjtGAfKF08aX9u6+gmMGsKA3gFyPs5W20pgaGjNoTIzqPReRAuNuVG0jDdO7BM0g5iToTOwusYyfus2aRmDkW7S6OWQRjGt0/4O3+BS/FVLtbBsN1p/RKCPCnMuyC0hD9QDykzfaoRGFekmDE3ats21VQr3KoMrXSsf6yNWhOXJ1kfr0zHBDhSD9mg5GIm4PrQFOz0XlM84z9mlEdrJ4dDL9CoUXL4ckMlsiqTnfWhFa2cShK+LZZ+2It6IHJBZXpohmvuAk8wWqW04H0xIkmpGkFvHKxTAcv+RSMOh0wwco+loULZxBas4D1PAngsYJKXWDrizYTwI7dlJMpljdF4cqe/01JjudvG7yoaT34vyu0kWs2OoJUVnMPJtcrkIQJZCs+RglpNCt7H0GsspfsYhXjnAEmSWeMshzvXaVln17hyAaTN/L2987EYyIqE7yTUHucwej9id462scUs9XoUYqDLNVxSl1dd8HbpzfDOMGfEO5Mw0KqluyicAORw7GlnjHaKAIusBVHoG/ZZzvhbHk4Zk3F0GuR05W2OK0DaI7JGycleCssaB/rgWrWVtx3sQyy0dQrbrjVlHbTaBq/SMLi66XusYtvNDH5+LNpVtUq7gb8EFd1Cg0rsUO9KaM5pDzRZX3t+hcsczkORy+k22I4DCZgTafbFtr+cjBzDlFLdADm5ze6h5Au4UD2B2HukxR53inHgVHMP+MIRuinqM3x/KnZ3hI3P2SixLcS7uJM+2oZFBXpVXB4oM5ICn23bmILec40tYNjsxGapF0BrK5T2o63jWOHdk5My9dZ+yJWDXFSr7yiC1gdJ5y+/B1C3iQ20HL9gJb37eWcc5t7HleYs2N30/MH1C2a5zqOfklTbqcB2Co7bKxfaGDZzBnz13NJzA0Sl1roZz6KKtc+jOoTuH7hx6cTy27Bx6uewc+qUc+iWOcWCcVOaYEewc1h7qw5wxQBQj6lEgX2L2uxrAlXUauCLFX8ajRvAIpIDvRbpJo7Zp9Gp9c5bkp8MphESRgWHNn8oF+u2JKcyBvd/UuVR5u1gLco3w17633qCjZRzRYKdFum3PZlfgHmJEUIQ7jUFq5NsDRbmlAT8J97g+HRPsQO5fTlrLUjAtHBLsJLhIRjCBVhDaSsQbz/TiBIFVAnUWUrjnyCpFaKxALkOb18U640s1ROn4wZgj5aoxUhHkWikYWQawVgZs0oBAChdwfyKbP/aerGs9/8eCGc3c6GfVCGvBcCDtxxPZb6OHFcfTDJ+ReZRLgmL7sRrbZ6BRUzyTal+3rygMGwBqhHgPrM1pp3g+UD2/ezNbnC8nUpVkXiULGVmhRfGX8jOte0ZOccshrmXV8f6ffb2r8tXpYlfEfezG7iSnkuuag1xmjyP1heYcnwVPVH1IhsqaGOtR53hgkcDZIZ4MTyLXY47I3gmZkAjqXKqMy45cbt3QFyZlmTrfGnvvi6xxWp/KyqnGceiXU7cIglG09H6pN9SR87VzYWtXzrNmEgMcV+gQ2j6Fg0DJGh85ZmeOtRHMZCicwlnnuLGvdenWmGBlWqltld9XuZUr3UojhmfQ03nY8mnnuJCn/Hj80RY2PQwdhxH7Fgdw1ik+mi2et2F3kpfrUNj3oVgWtn9cEdanMEunSw4BqP42HeKPVB79kEPc2LckodO6ZOMWDnI+Nlb7idLq61PTOZ5tXezO8VImb0fmOoSsaiIHi17JbjnuUDUaoHaOb9t13QIhFKS2JrvKbC+mW4DzD6jlVnY67L9P6dhSlrHztKZn4cvauDRSheZKaFnjLVg28OWXN9A3atb4neEc+gk4h75vcw7dOXQI+8s59PJ+2PUCu4xyDt05dGDSMd6LFuftCKPl/VpRAkAZfaxBW92MBjS2aWVHzN9nozTkMcTv0iiujQROHpNBzFEREQdf4J7iJftlYfuo5WCl8TpI8reM3r2NeEb82hvPuiL1aV1LoC+33KYX4dYS5lbEG8C2pS2nFDQu0ANyORIu7GMsCYxCkA8I91tAGfl2e7L128PTUnAvT+YEO7AP7iLiLSy3LlFhCXZ+XKTzEamahQiW3UDN7912ZRqhbZEFOesLeimY5vUb67Qvk5eTC0x4c2J7e/fKUjAr+nOk3A2KcV8tC0jjv8rA420vvNTed1c5GjBGALfK0t4b5vMZNYpZOzNbXBpmV8hPoBkpDtRysAczY66xPrB+s+6iFSEOsZ+Um9ypLWXcaLa4iZFnr21n8lGur7LFaX1qYpWF7c0rvsvQdOmKU1x2k1Yq/NZQNi2n+KxDnNyb2vHyucyr2FFcPSOSbwh7xDJ3kidyV3OQa9njlnOcZ40vy9hQQG0oe3zWOR6p/GpkDnGjpPp2q7u+lfUOI2t801cU/eKEjNPmW5PjmqpHZJ1hvJx6URK1Y5D2HA4SmcRGmTVOGX65Heq5QaeIAYk7kwN8mzq/rqY/oNYtAPn875e5P4xHIuxHblMro85t/3tqkfIJVK+gHLg0Z6wso07t+F/onELPOW4G+mk2Z6OMOlDzAL35UkleQmkzq1daNr5sQ/rNbkf25xUPmv7CHeKWfsP3Z7/zMkpO4IxD/HSZ9CEBOnCOhQXwJNAdko2rOsipTRo3iLMIYdmd3+QcD4mAB3Zb9+Ep4m2fb5yXPi2ruqAqqU72bpb12HQRziQKn4P9iAznOJgeXu+z27/cPpOyS8320sqganJLkNDTmLWJosjEK85f6xNnUNGijZ6yssa34+wsjzbPuGUDZ1j6wgE9opctXo3rF+gpzqGL386hp+3OoTuH7hy6c+gn4Bz6ZRz6qYzxXjmKI3PeXQbtZRQCpDCKjxzzJDFRGcyKIQzUwlkT8Hw/K9LtDKQypRH8WlT4dhFMGMtIt4RepFuhoKmExcSNcqEjhTmPYLuTQC+UMSvirSHEW+UJR7CgJFW5AvaAyKKo9v6MqIU7RV3zjC+A3osU+UZlX25PgJWi3DqCvdGVQxFv8ntOZJMl2KvvsFDcb6iyvYId8Zafo0Jo87MQUaTNvdY2mcSlIiki6Xw946hXCqY3R0qOmgfbNoOeoVUI6YFsHGMMbmWNzUbM9+6wRQSo7aNOCkBcilqW9hFxaZk5Sx6fJfZbhhp0HUQdh8VLoGWL3xOF7VlciCL3+O9B4kLNFpfLR5zjfBuXpcYyyUWrhDpQ9skZp/jo3NnA/sy5/rKtL8kJGre35X2b5QwvIv5B6+pvWvvMNZVmG6fT9nTgNdZO8iUdVDrIl3ycfY7PUee4hLY+Zw2TyCgUmNQmMeoraud4iMikaeEQByBLqmcHiyWjuHy6qPQmQc45PiS7lExkq5y6hcfO9mpt1+b+HCEGCh1iELOyaDjja2Dcm5XAWibKveXITKWVpqNWYOa6LROsdYxRwsOCvJUq8EjaiF1niP1iTr2DIwSx3N6Ql0D5HLVMfStbnNoDyLbFDFHU0m1ltnjeJ5QcABH9C18vneLr03GnONNnKrK/5xAfIIDvgl502eh5Zbvllo+7m2bJQU6/bze0ssfDCiCkt2Mhm3LN2yK9mozcDonE1oLW9vlTd1t4M/GDOlAEtpp0kOYjUJzjwK4rjGaND5PayvLhecZb4E53yylrZXXF1dz22NOzkE1cBCFAH+ulLqFdiapvPKbT4U5wDt05dOfQnUN3Dt059PELdg793hz66VLqZ4WGTI8/ch/VS6y8ON1BvyM0LlfAJIHPBQ1fbxi4PcirLSIQxVs8+kJqBvB+DN4u1OujiOqmv5LcVwQ633ZaoOeddGLijECPYRkW5oCxjkUt9jIvdOLcvmX6TrgYDEkicAFDBAYJeCoXE0It3Ivf6dpvy24QBV72ZQGAJ6VgT0pQFuwP5SCct+UVSYDOzJPC0thMwa6VgyHhnbKMQlAi3kJZBnUJi2qAallf+VlHfe61WcixkyLcuNIly7/w5V3Ad+ZIYcL8LuQAYBIDPAJRbdswtO5R9oXG0lw+ifIT404YZcU49UGrbO2zgHr+I31q7TOhyF2J2RJq3OmqbbsXtNJp20nZc+uVUefGMEfLES6h9EWlVFsyUm4HoGWLV8YrGbVMRgLPxilO0Jziu+M7bQtlBjl3iEtnOO9fPj53v3uxfRuXdwJ4WxfzWJ2zoYj4VRzkMnu8KK2edJeRsuo9Z/kthCp7nD+LmP7jJPYmg+r5xlsl1bfntJMpVdY4rU/vdpM0mDRS1ZLqxrHM+dYKomA3YltENsehyHlJJDA9QGaNA8il5Lj+ANC3XDoXVAhioLqeGR2i107TG2aIgUFdonuZd5QX5YkO3O/ooU3iuE87PQahX83LWV3EQfv9nna/djrOf3R4APnspf3IQTJzb0vHOH6tPDBMQhL9tCyJ/gBkHaaVKZ7/NcrCBvFbOsV7DvEZJ3hYqvzV+eNZzvFJZ31xLdp9UTv2W80eR/mehRW7c5yVVc/O8YenCLfNhsfyBDdm7/IML9KJyPZtZY1TgN4suHM832OzPYqscbJ5ScewSG21DGp+YMkbcQBF4IZFenJ9ge1nlVNvZXxV5zeW74Eer8t1CbBlldg+6hDv2aH8+LTInQN3gnPoB+EceiUP93a1rCza82PAOXQO59AVOIfuHDreeTj0S+YY75VR29qUuA8VbmDwpTOFw1Fif3R9p3zatlyTEVpmVXFpQjgAtUA/C04EA4w4BltPz2+1hDIzgLVzaMI9bxu8H0bQ58NwYc0xK9CXJ9MRbj1hLjMWY/EusEcx0Z+FMMnhTvQs0vok5GMWTEAMu1CiCDhNuN9S5BvWWJeFocg2KdiXJ3tEXOqfXjmYjdxOFz4xTwqlsUnBDjBjMz+gXXBxUruKeIvJQA1pHbvWBeX8oFzAc6LgLOTz2QSFHoEV4xZpdUNJZtPyCqV8WQ8nyIEhYldbxyMQZZuYhH7c+6SFmYj53rdnRb4JNUQ5bk0KlMd9DiAIS21+cbOM+j2gGWYGZuZNbo299j7zZAQwYAwDddZbPqneB9IYrpTue/WNcJDnv2mZ64b52ab1utFbytF8+Q2n+IxDvLp89tAtp7jMErcc4tk5wJwC+7F3aNnjGsxM8RBqJ3nQHeQrwpYRVRiRW3Q1n7sroszaoqzx0XLqQO0gL7LHV72s+lZGfTdAab7xVkl10jO7WeNcRlmkQeu70LL0gNo53kJkUqDQJW7qtp4eQRiJ2G5eljF2ESnAt3H9oW5vOBc0XEU2x7pPtUCDfFpyHGjHkfqDdtkh5EFHPcxzIah3DM+BLdpow6h0wKpZy/L34HVejh4hz2WnFlRW6TXtOzk81zjfR+EBSCYCQgbGUqfRAsnytsY7yY85o78Q8asR/YUsDLvczJyA4vTW/vE5xc3st8pRnki2hkN8NiN8xCFutVXPpQlSw461rtV0lMt7pe182SKx6fcK3TkeaSqKdRu+0zNfEjGvlVQvMshJ50CANVDOijJyjo9kjeeymtjtXx7YZZLagK1X0LYVqJzmDdTTIYkpWQq9pQGN0Jbyz9AnroIcX+jb17LGz0DyHBWucphrOsWd4Ry6c+gE59CdQ3cOPV0anEPvwjn0dNzrOPRLHONAmxC4p3Fczd1xlgSWQudqEnlQ2So+uIp8sIdyaRSXx9T3sl7E3pW2SsAA2CPDgcKQLZwnQuCrBrDRF4ei3AC9D3ikG29XRLOFIYH+EOO0MFedBh2lrFeGSb31nQUGwCLgYhL0ZMgCedgnAb8E5PIVucxJMoTXdEwS9DfsZWG6gp2RQCEZmVmwN74/HvE2MkcKAFWwx3Ss4tiRmSokyFeUEW/SCE3LNPfaSCmYq3RsEuxWxJv8vHcSoBYgdDx+71XU/BXEtvyuFQHdIxzrkqljKsk95wiVhMBRpymwkzSPCqVfm2Nty1v2GA5y7bR8Wbn0Ylye+Aj5mHuW7NGM4eq4FsE/8lwlgTy6HzBHCjHDmMvQkWzx2hFeGrgcm4wtneK82ahTnM8vTktlVpt0flOb3RkA7A4ByyFuZY7LsaD3pFegGKPp2WT5TOeJIT9X6SBfQ2QZUjLCmu43Vs5xrLuM4OOlVmKdzwVGyPOMr7pzvNwfBYlNBqhWUp0csDE7YJf8ngUml4u/BwhsE4wQaM61xvcZLSnHSeygR2jLoWfrqu0hMd9thZ7Is7LG1eOEepkfpxkxX93QAWJAjoetMYvrGETEcFKggyOR8mcyF0yQPXSUtD+4X+tW5HhtTUNiOWGpK2TmWwva+7+fiJ3Zml/cgiJj75LNAdS2plguSH26JLk+tr91XmFFHlPu19JTe7qOlS0O7HJTlobl2d6q3T/KCTCnuOUQP1IefcYhPnKM4hrIkcPfzxmCWoAfOyjH4UM02bujzvGdo3mKsDwpiWxs8vbGZAEvqV5kkBtZ4w+R5FdfPvGAO4J0jluvKmUb8UzxMstrG3+qcuqWPiFkmTpFyISd3AquK/gIoLBzVRuZiO0OuFy7Ssa1HOEr9sDH7R3Qy9Ly5X6A3YFve2JMPxz0NAnn0AfhHLpz6Jw3cA7dOfQLQKLHOXTn0Kcd47Nl1Kxu52rbjEHcQnUEjbCXwoJHYN0bhjBpbedX1jKCJTSBcBUKAxdyoNpJ5f1iFEWJC/tBkp//lQI9D+63xkdtRboFo/wL7UPblydNgf6wjke49YT5FKHRfXj6vgG89Mt+pG28rwU8CXeKftsMXVSRb/sRdisnIJHXXLCnCPSQIt7y8yaOlIRHPiK/Z6Vs8CikYAfscjBJeKkRb7SejFBGWgZgqBTMEWOUO4CkcyHfYiwj3rhBapd/6cyRIsHXj8zh2nPsScJX+w3UglsjisWcrbI07Szqb+74wLo7gMrMu56z4R7oGsXWulYbyyDmv7V+5v3YIf+vnluMj7l8P960yoZrEEA9WOpOsdp6pnK9Nf/mVdD6wSijnv8uS7FOyrmibDpfZnJRllAfdYrL/rWysmntrFOcZ8hxh4BcB7men7sgRNTL29sWsn+3DOkY0hlODvLtHmOxbg179rgsPxYQKuc43UN2ei+6Wl1kLwoHedc5HlFleNE84tvy7hCnkuqcgM8OWO4AJ92iMEq3k24l62yjtJiDrQXmHAfQzRrn2crV/F3K2Md1A0130HDAvbydsmN4kv7AG7VKyV0Gayzr6Q+DsqRLCpxxQsvLu9IWm5CVXYh95WWOVlsZzUym3633bcZJO1JpZTvo4JfRaydJqCOw9mX2Tj4dBRqIMbbup9KOzPsP2JDmZbInyrO/Z7LFZ0uoh7gCD0/tbYLor7LETzrEAdhO8SPO8nUnngn5uqRAHXGOW4GobB7QfD7+LNJf4pLD7QbEB0QKxkp8xr5D2Ihs7FnjiGsuq67NN85Lqms2L70TMvNOvs3aPOOchJUOcl5WPab/pE4hA+54xheXXxHC/gVMUrsqg9oiuwfGn2JaFn4sMV7s2XlCBkgZxvgIoOyHoybs3PytOwfRGtM1XaJ53LC7kqYwIxMs/uEknEM/AefQ97/OoTuH7hy6c+hyu3Po1fIsphzjkiSWNzpbRo0Ldtr/qlrxqlHcEB5qGTXRnh9zNoJQbW8IdE0Q60ZwTSSb5z/4EvK5NLW5UawSMNtJhREM9px5f/Qi3RoCXc6RUWTvqDfU6Dej/MtIlJsU6A+TwpwrYVKQF68mu1wrQ65FZGlOgtvCiXQa/CKL0AqspIkQ7gCoNAwScU2C/oYtQjzGZOhGIdhvT4CHpzuBDewE9gLEWJaDMb/fFplglEAtBDtbnw1OTjoCuwBboUe8MSFC90KRTlYpGOpMTdAsQR8HKrKAl5BL5xkhHbPwoMdUCXjFOJXl5O4JJqgzAZN/C1KAtTdLpT4ytDJypFjJ+cC48Nae+70fdRMTBm9Tydbk8UUOh1GMGLj2vKrXXUc1N6r2vvLnJWVn2t7MeuDbDX1mClIWKtvyMkqjOQJZBlayLqKQj/v6Mad4yyHO1/dKlhd6TCb9S5KCOwKqDDlrHT0iQXbwq+k6xtkyOV7XiFwWHSHJ4yzD454tjpDun8afkNpvpctDerYkgvKcnwAQoZZUHwV3kO/O8DDkHN9Ig7qkOt07L9nazRrnspwbny0Su7iRhqNCzLOWz5NQ8M9Mh+AGJyezK4c5xsiBK0B6QyGzIn0H5W+pP/DlFSiz7iyMPv98goFxTMiVoWyvQtcYn6N1BI8x1zahCsy4QMYe5s0uOMaVUHUT6ZyV2yB4hKt0GE1+QucIpA0oeRduUxaXFkud5YhTfAaF3EvLUn5uJ1/r527Y/NNO8Qsc4gBqp3jDGd7iGjI3ocwHnsnk9QFV9jizZ6ssrlZ1psLBvjQd5FwuZTKbMsJp/YptXnFp8wJADPt842mdLKneyhonB/rZ2i0UdJd/M3tYg8waL8hs1q6oeMID7jTiOohwNO6IUGTVYWeEBi6npA0siO0RzDjMWzaR5HJHuF3tcJUuMasznEV+ptec0zl059CdQ3cO3Tl059CdQ2/jWXLop0upz5QhvRqjYnVYEW0K/VrAl5kGDQV0QgEoiKZIg3s020hIAbG1P99H2iAhI8UBhfjlArkSzoqixQW6XI+2QLcvvnz+ptBubQu6QH+IpWB+iHt52JZAnxHmdMc9J8AIaa2WInsoHQck5HfhEHP8mibcscQq8m17Eco5U5qCfdkM8bw+9RsvB7NnfdFzWYtSMEPgWV5CsEegIrez7I12xBvNEcpJ7SUs3WyvBXppOZr3dRSaYN+fkT3PWp6DVhADZIwWxxsxSMOCobJmE8R206i3yGtmzDZLyBjLPci+4XqWZZS2FC0rQp73wzOBRcJxg8tCi1C+GLyPNfkp1/dAVyvlqNp2koio9GQlc7h4LzWCwSLbLHna2/+M84Q/+6wElE5ybsBuv7cviGQkaJkR/LuBLG4njstDDTRO0jMuMtzAM+FKUt9yimu/gX3/upx6+Xu7qfb3cVPe7+xnIGdE0h9W7POOy2zxwmGeyqtvlG5dWl06x6mkOoCc5DbqKK8c5B3neC51GuqS6jxrPO3azBpXs7u4nCJH+kR/tNDMGmcOcGkz5LnW2LxekNelnW+CyK6cZ53jt8qp0zytwK4/2BfJ9Tfx/O+Blj3G9bhJ5G8Y187RehgXOL4legFgmk1TXJK0VRvH65FPGipSmS8Xim9D3mn2pdZuZNtkH0h9tJKZwG6Lpp9ZH+H7QZONdrb43mbsOmWgmNqGyUMA1TLtG5C+HY2s10j8tUPwMy5AZolXDvFOdjVHzyHedILzqgXpIcv28aGsMIKUbaVmj58oq74dmzmg6Lr4tfDzp2tVneM0rzg5wdenwPIEfL5xXlJ904OSnsYc4tz+LQntXeeglRMiDQCrSBPFfONJn+BZ4zKbSMv4qsqpA4X9q84zfgLSEVVljQNJbslrErqEXBawMr7OZI+3QLaR1COI3OaZd/s+dZDC3WDZSsDlcrUF59DR1tkA59Dpr3PozqFH59AJzqEb25xD39bjGId+yRzjRTQOCSJjOzBnDI+U1QEaRvEsFCL5VLSgYoABpSHVihQv9on6YN7CkRdwBHJuFKAkkreTp+fGI90Mor7YxtaX/bBd/OggXhCULcUqRbIVWW9SuN+e7MvYo9xaAj1HvCnCHMC+jglzS5DLfq/m95x8RUkZp9eTC3su5GnOLoqA48J9DZuB87DukW9IzoWH7DFiQl4K9sCyuwDkECpaz+cEldFnCsbnSKkFO60vSIJ0Lfm8WbAthQAPcanmCN2exG6E8qy5E5+dCRkpHzMpULbjEfOATgyQwqeONNx4KZ7JhegZSVpbuay0OUtsa2NyFeEd92euRbxZiMbyY6L7XmpGmDaHZ+u33Kb0V68k8SxpoclMK/r4Ssg+b70Dahm8nlM7kcjDxL/cn6+bJYLIyE3Lhexkf7OhEHfCgeQnbV8VGVlcHsq5yIE5p7hZSp2rB4pTfMYhTscr9s3nN0gOua4Fkinp7y2tozsPQBGFvGWB6w5yJOlmOce1AYic48AoeZD2Y8945XKw4RyPSkn1XOaUyGvuJAcbL+hdTO90DGtJYoftbs9EbEeR9TeUNU79F/dIbS07nBuq/K3dyZT0eyJ7v5U9w98fYDc+pcwi/aA4Blsn9QcqJXcFepUx9oaNMYzacV1hRZVtx5fV/jmAi7WjwZMyvfboIcRv63WT8vOZ3C9HS172xtqr7H6gfmd6v9k6LZiMUCwr+kvVH3FffxSaXMzbwGRgWqa222/kZ98qoV7oM2ed4pMGccspzp2WI3qpNUNtcRzmJN/pkgfVOW46zwmWzcttXNRjPa3jhHblHM/LqS+ALYCLSG4is7cbwBIWrJH6flP2ZNY4rVtROmhJxeDvKZ/GpQXpHLew6T2bbKLgLq6j6uXUmVPBsn9HyqAqoHdYljEubKCmnUTLgsAeILZn5wht2Uj8MC3yehHbKejxplifo7rErC43FBQ1GGxwFZxDb8A5dOfQnUN3Dt059HE4h34KlzjGAVtp0mQQ13O2T2R72SQ5fAm3YpHG0kAz0BLoQ2X6ZiDIZGB/flrmlCUstPbauqNld4KyvMht2YAVQpwLauoDvg/vH7Z+VqDrF26UeGlt4wI/tZGlXx7WMqqtEO5GhFtLmGuCnAtxKcBnjBsJepx5ri7ETFhzAV9GwCXhnsqbUuTbbaGyLwG3JT2XsC9zwb4J7W1elHh7gvDwdCOxIZSrZTPEuxFvwE4QWBOhcuS2N2Bd0/UosUWRRWoTGbCuadBiwieGQrgENi5wIdKKnu/BKvvDt+dn2zlWQWqr29ngy4mBI7SnMYZWcxw1BvtMvtBvlvV1+Tg8CKs7WuMqETO5wJFwHDUz7x4RU/NzdmRoEzMKXA9sf7tv7DjSIsPckLuHL03pVq2nLYO4WIdBokGTvSP79PpByW7jy9xhzo1fYJdpZPhy2WfJyBH5OIPC4RhQOMWLdoNOcc0hXjnDRR8U/TdikbNnzp9vdpSHPfM5YiOdt6ynbS0vp35DyM5yrLVzfHM+6/ON88uxLptHdEsHueYcl9jGz7KkekxO/BADy0hL7bHxAYHOk/S0nJ0cYjnOEIndMUi1SHpOGvD51aRzvJJl0jGrlTk1lnsl03nU/AhUeY/9feWiP0fLh1J2jc4HmrePGP9n51gznl9TP3hkAvw0rHs+eB+jetOIHOxli9MxZMBFoHeLtZu1S7vNrXdv1ElyFnKgU+SmFkwGSPlYL1uQ04/s68WldC/ehpZZrma+aZyLdH4r26RTXCudfsYhDgi7T3GIV2P5aMCDeG+KuTe5k5zWid8b4aw4xzl603wQkp1blT4l2zedNxPaPbs3ZY7LkuqyBKrmECdZjniCYE2P0or96WWNk5N205U2DsMqpw6glF9hgZrVZa03oHFZVRnj3lge2chZyIKbuu0q61IG4hSXxPld6nPY1WfyMUK9LM9Z6BIHgxHqkzdkA3v2V5VTt+Ac+gVwDr3sH7beOfR92Tn0Hc6hl9udQ388PK8c+iHHuGWUyUi31ljTE9hrygYB9JfO3LdHnJgXVO93b0UIQDOqXzs7CQ8LpQHMBMGAEd1SXAkjJdakYNf+hmI56n0jhHsl0KXhdwQktGk5k/u7QOfCXgr0GPc+kcJ9RcTDWgtzAEOEvyXIq0i3E0KdH4Mi3B4eUtRbEvAACuFOxmYypXPkG9aYy8Jg3edMwVoKdgpquwXswi+VPlXnSgnl+qNEVZXptd1YfndkOZhCTa6iu1LEGxmcMe7R86kNzblGwpvu+6q5QnmJWvV+FVJAloLhkdoy8o2vKyAIgFyiFuhHbzeNJCNK3iIHRkiBZ0R2a4SAJvNkH+z7l9Hy98hoHsW009twxO7vyIX90cmKK+ThwG20DGPpUqd+zX2t9C85VyWa84opUOdvS8tV5lVx0YNjpfKdqGVfNUKftgGlAZy2aQQ/sOt1co5U6RTP69E3eAmacsyjgcm5LcEd3C2n+K3nEBckRtZ3VvFtjPbPit3Rx2UmkPWTEBbDQV5nj2PdCOvbshnnD9id47dMNugl1YEyOn42g1w6x7HQi2GXVA9xJ7IpKlvLGs+ii/Q6ms+LG6ZZVoxF0RM0x4TmHGcb9+VCllklUEU5OZS6QUUIdK94DpIMaBmnGilQR84PzLE24jBXL2CMzB6R/2dIgVHd7QIVnR3sPjoNv8Sj05Ds++/LV5HJUs9V1V7+XhjEXkHqA+o0JOoUJhayDVC/R5XMrC5G37bLxvJ3tUyy0iCMrePKdbPdwedKJblIMpJkIslDleAvnN18Oarru07xVhb1KDdAGdyaQ1wEL1TrNcixjf2WTvKcQc6d4EROy7LqHdJaZh8DqBzoss+5zhBuN+SS6cC+vKbtbH7QqqR6bGeNa3Yv6VGtcdTiQniy2kzWuLSBI7jc2supV8+KO2OlTnERyDle2cPY+yifH4A2z3h5wHqdDEjg2XizgXbqPSi2UA+jmc3zF2Nwi6P7HtVRGnAO/UI4h+4cOnR+wDl059BbcA7dOXQNU45xmW0lCc2rMKtUDTUdNXBHtosoQrPcHn/pOLSXLK3TOm8nnuqNZBTLda3fctsoSVHYicqyWoqHkw98PSMm8m9pDNPx5X1bkdOaYLeetRbpxrbx6DZO9JPQJiFNkW12xNt8BhwJbXo8I0L8iFCojxGrAfzhIXHXC91TyMI9AFt0G5Aj327Yy8LcEJLxtQv2GJGMLiJONsEdw5LnSuHlYBBXyAyvIuJNOt+MyHqZ6UVtM6xyMPSKsO88R7xRxhf/9hulYABbgMt5v4prV9bJ0opZIRuIeOOlYDgZMBwxj8a6QVjO1qqMdk8oW3OkyOOmv0cVqHw52Wkk1tMrazz0YSdDq+MuhvnUjhqzTYWtJJ2HMvgOQv9elHXQy6jLV/OK+cWmoBHJYhuAPvGvHHMaXB7yw2kOcmVd1l2w64/bM7ezxSXIcB51ijdvp/ptl1DXnOK3wBzkrP2NO8TZ8+eZcEjbzSAH+bsi4bf9YqBjMUc5Ix8qB3kytHj2eHaIrzGNS6VzPNAyc47LR11UfQ2jJU/HneNUUn2TU8m4wUjWONMTuIwq9PSynPoZcrtwjgNq1niO1iYCgJdT58RAyActxsKWfrBthz7wzd4L0jszYINp84xrl3CJSJvpm8LAF05yQjBIwOeEFOjCuK7uNCR0fycgM3mKbUpb6xhnypD2UOobjfFWYpT4B46/F8p+UZOhCoqKK50PXgakzQ4PGsmvlVGn9UDNBRQyUWYXCi6gClBoOMVVh7iVPS25AeZIyeO25RSX/VIEAw70P43fmgxiTvJ8XtoNqJzjeV0D3PHBl7OTnJ7FuhbnonMXpDZ3xuY+CUWGeLaHidCOG/meRHjOGicSOxPbSd/gcm3TxeIeRLeEboYXgCJ7nJzjgJ01TvqEtIGB0uaNcizlfWaQ16NlvaeyNlukthZkB+y6hDE1S243fhXbacQoMuK45WM9ZepTCWE5z/jOdQ4E2Q2gGmuqi1T07zvKe+fQnUNvLTuH7hy6c+jOoY/AOXSx74Uc+iWl1PkNUhdX4zApxLy/SHFCg6SfgUUaH3jxCpLsgPLUJSg60EqPckiFShKX1st3FFYRJnNuFLBnKP5WpEVDaa3Kv4zMfyEhBTRfLyPdglH+BdtgsCaBXQruXdjTtp5Al8JcCnJARLuJF8AamNazHZ46UAp4ioAjAluWh7ktm8AHgF2klII9xH1dREQq6LYR2csTxPUpQliKcjDdiDdaL0vBDCAT2oIsCFbWlyQ3OMERV7RKwWyPtp4j5Uh0tq7c14J931aSAvl2hNFZEARAP2J+BhNjcB47+TgbWTkeoCa8mWGlkQLVOdLBzgp5QIy7zCDVIt4s3C1afhCmYaf0myyjprYXjnDtGJF/y2fJCGV/643TovVHyqhJjEaIS7QM4spYUcYf1fGtXqDWF4LYOqKjNJziXMauTA5yBzjAiAqmx7RkJUGLBB+Bli3ecorfiizwzSCl5Xo7CgdAWJ+mi62J/Yr4J7T6UzzvkNc9JBm5AnHpOsgfRPY4DYCaczz7q4Ek17f5z2bnGuf6yJJ1i9I5To+KdIvd2brJra30KppZ4xQZnLPGpUNcllO3nvNZ57hFLu0N9bFOEgNMbvEvdHZe0Oo04rfUFfR9ymj5hQk5ywjl+kPGiedbXpAgcgacwUQcFftwy7Mjg0ZIgZ7MuLzqixUAcBKFPS/lhdFem4ZkFFxn0srB9lDJzuLg8zxANyCNrzvx3IsqK0AhNwGbAyj7R7cz8zmEvJ2FlI8EkqG0vLXduQCSi5XOIv4VgWNy/ahT/AgnAGbnMae46hDnus2+s74skR2ppTySOnFMz4o7yLdV5bzjrWzylrO1yCIX2ee5tDo/L1AqqrkfU4a4dL7EsBPaZIeB3oVYZHpFxKIEatJk9seZ1h99Z3PmcyMLTJKoa8SuR4g2m22mBNjx5RRs14NKZitZm2rWuHE8zfGgOhjTuits3iOw7KVN19SzvupjGOP80AU0+sfieej3nYPjnEPX9ncO3Tl059CdQ+eP1jn0ETiHfg6XzTFuGcazZdTuHUkOAJzUr4SKRfRrxxhRllrRGMb+MtJbbmsRD9Jo5uD7TUUTirZZkNNvapdPpDxP+Vc6VYQxzLedEugatEg3RaDHsAsWSfLzjLcc8SYEOikBVoQbJ/m1yLYyM66+jZYAP0qePjzsEdcrNjKbC3ge/UaNtshuIGy1MZOhqwj2/HFv226IKZo8CXZSpHg5GCL2rYi3k0SrKdjpKo2IN4StbQi7g68qBQMa1NN7ks5pZXdJgmAWsoRcTP8V/EaEWgomiuPQO1BcJiMERiPjNXByQJI5RAyZJWHyjqkPRnDCsO29Xdpnpgl2vs2Kls/nFErWVYbZCX8KO0j9RC6bX+wCAqIVLS6XNVQO88P03MXQyHowo1gSynI/6P10inzIhDEj+Gkd9mediR6gkp1cXgK2U1zKy1Hw8bB1l9wpvsB2im+ly/btNyL/DaJfLXMvyY0RGSbJefY3kOMXD4hrKht+e1I5yLf9t3H7AURExsI5TvN/3tJcZiszflZsy7dlmzeNYJVTl/oJ/d50it05Tscg8EwvGv82h/g2sFLWOI2RURqkUp8Q5dTTRRT6RPWc0Z43sWBfqKQ9yxzPWeO8ZC5Q6Q+9ecZH51nrQbsVIpXoLxEBWf+JSQdsyCi+vMsrQ384i4bsyeSf1Bl6MmUwWr46r6HDPVPcmcDvVYSQvTMSKHDU1m+VSjad2MXJlfF55nhHMdg/kgNoBZS19uf7XAVO8GtcgJktjlJf6ZZQZxh1isvqHfXFJ1uNOcWLLPGWQ9z624Ixrse0LcRSBpG8IJKaO6zpfs35xiVkm+VmOsjluQIAPAXwZKMIc8WTuGd7hbAil1mPddY4AFbZhTnEUcuv3nhKOkZr2lOesAak8WpFlTUOhDxPJekT5JSVxHZgcm53MghyX2ImAEz2ES9Ly+cb53o8kN+ffZvyLt5ZHsTGGBNYG5k13oPMvOMOhrkL1PSFBter7S/t0zvCOXQDzqHrf51Ddw7dOfQCzqE7h077nOHQL3OMA+OGMb9R/gDORItztMqomUR9sc/cQHGa4GdksgZpFHPwiKq8TrTsvXjV5bD18vn2ekcT7GoJGN7OeN4hRlOgq6U8+Hbz5li/iEh9/lebE2UX1NvfWYE+IsxbgvyoED81fwp1jSnctyiqF24LEPeyMLccxbUL9hjYHClI3/rKypaQ4cnLwQiioop4y8vHxWE324veTy2iiiuhdC0icp4QAgpBqJECZwnXXKK2kwkWjQGAE95Fmx4JEBZ0RaBGdskmnAygfYyxtBktr+w3G9lGhqr8fFpG176vUKZAJZTqdjl7YfzS7ocjBq6x36PML2ZAlkYDxsfBXd5Gdf0i+jUgHCIjzEhxbvhCkZ+0bYLMn54n3kJDZu4n25d51L5G7lMbqcNwWE5xSZJ2ppvfLi3o2eJ5G8r5Uvkyd4oXpdPXp32HONc9maMg/x4BGbKLoqfQ9uQkj3FFWJ4U5MRtecLe6KA6x28LgHVzjocQsKQxlkqqP+RvIL2sS5us1rCuUXWOayXVKVKbyGyeNZ7LqEdkfUIlsrnsonVZTjzMEdnbDdS/C0a+kTWu6Q90fmaoSpvi6iwvrUTtSPY4R092mfrD7PM2cHmgj+ybg07zeyII0uieKGzKwXdPOnKBWo5akf+Ge+c4Bmx9c71mq94TCgdAZ87y0tJH0zorW5xDfvcyGKZ7maxRJvXDvq3QZbgeaP1bDac4k6OFU1xxiEsncY8byOg4xavSsLRM7dnvJopxPRbj/V5aFPvx4lplcIXlVjjHt+tfwLPG81zl4vmg2o85yNNvTmYD+/sQYgruWp8iLKl8+vYA8nXH3F+hsH2XsCT7ds8a5/atLKc+K+O4LpgdEUkU85Lq1WNIOoTM9JL6BCe2q++DdIe8TCe+YLwQ+oMp07I8VYLsDF2CP+OjXEPlLFTaFO+SsIXp+Y9Wn1HPc0aHmLVrL9JXRuAcOjuWc+j7OufQnUN3Dt05dOfQH4VDP+QYjxHd+TnvGS0+jBbJ32s/so/2ws0KdAPSKK5OrTx7LdLtzHjeUrCsOcW2kzJiXwhyTg5zYa8ZxPvNtI3grgEsCGRuBMdCkKf1ovxLxPY8V2yD5ibgy4g36o9CuBsCnZd86QnzMxFtljDvDWxceGchQVFwQrhnMvthxRICniwUTx0rwV7OkYI8CBRzg8pyMDy6TYt4S+9TDKGIst8IBeX7NbwphWAHiuPkiDdOBGwnBfg8oUQOcEFO/5Lxn09rZNn1UJcD2n5bJEBM/61AVQqmmenFhE1VouTOhqJZRo6evzSgGnTqURK5NbZakHY9CfZuhDfLWGjN1fpMcUR+Wtv49yGVsYvRK6NGRpg0jMtj1L/vkuk2Cu05a4RFlrkXvU1W/3BZmpYpOhzY5d+2vpaZ1MaSmYSWU5zWac5xy7ghpzg5u8kpvoTdKU5zipNT/Ja2F9luD09LvSVuRLLqDJd90tM5i4ADUq4fsq6SHeWCiNjkZkSMt73EOpCzx7cnEhC5pBPO8RhiMd84N0Bl1jiwPSdb5yjl1Ihz/IaQs5Y3Sbu9HzxrXJY/jWDl1OVzpHLq+bmyecY7Mk2d05YjvXxcj8i6A88w2w7GzrcUMooi5rlMk8aoNYJc4TzX5lej4AReTl1Gy4O1veuUIANj2uEycq1zPoIj+hAaJMYUJveV8tO8PEWT4WXxzvIAZlBZccJxwr65PYrvmNYdef6NgDL+xEbKqEvIzCpAD4SZBe8nrYx6DjCDIPdltjhQBZIVPMGgU3woa7q4gTTGLreCvM12f8ERLMo6Ztstdb+ZYO9UpHsON4S4vzd5vm7etuEcD3T/rMz6MISDPKRlzTkOXvkkbtPERMoQX9cklOna66xx+WkvAWX2OKke2DiBUI7Sw+CO8GKq06RA8KzxbP9ik2OlrVvawKRvZBA/9MDGgklbeCh7MzkYRkhuNciO6xqdcKPsXJi6iz6kDkZ6hAyMGq0+cxeIvqsqz9zrtNE59LzdOfTi93ZS59CdQ3cOHXAO/QicQz/HoU87xrWbaxnGQGkcH40W7ylIV+kHQ/OL3YOA6Ea87Qby2ujymdKvrZdOu0rrxWzOjQJUgj0PrNwg1q7vQY9wGwYT5MU6uV38k5FuXFhvwhn9iLeGQOcRbnvk235ZliAfFQKaMJ+ZT4UI6x1M4WDCPa9nZPbTlTsiSsEeQsxtKfqNjM9irhRSrGIis0XEW5HlVRiAB0CdwUltunr+m5Ni6bwhxo0c4POBxliQA9r3rkVtHyG1+fvAhXsv4o0L7F2gsyg31lYK9KKU3AFU8x2NQBKS8ncjWv5KWNk4EfWyJY94tDy/Qt4nRXscLCN3FiMZrQ0S+pL5xbCmB3CtU6I1jMps8ZGI/UuhGL/qejCiWT7rQZlalVwaJCSq0qJAQRSTIQzshjCwy8JtPa2LjMCw5xXvOcV72AyrMls8X3pAynZDygYfc4qH9WkmLsL6UJISyTFeOcOlA4Cur9VnivNki/h+2El1MnqlgxxAnoM8HSssT3JpdZp3PJuwyTkeAnI2eUxiOzSyxrHaRqopp4RzvNovya90FYCRNV4YoGl7Jgk0IvteRql0jktwo5RkFNcf5PdH7wgnCZjaNUsMUMuek4zrDWQjVMdiG2ZIgaFStPkkelnlqhkvD5wwUkYuYMnR8nz9VU7wXsDVGXTJinhMdmqXahH3RRulfcsWlXPGWe/ZYchqK4Ctr1hkvqXDaA7yE9D6kXMqWqWV4raEzZnXp7+t732kSsSCkuDnznBgl63bujJIoZktHtdCh5Gl1Yed4sq0FuUNsHGBL9Oc4obtn3Yoyf60DjD0IA1cd7vtY97mJA9lWUwIYnDEOU73aPEjmsK0LKXztTgnuwYe4CV1lxiAFVsp1GLdCp41HpF0Oiav8jujvJojtrAm92SWuJU1TplHG6G9DTza9Cwcmwwr5RUvhcodDNsNzukY/H3O7yjLvsv2UDpufnSNd49ng6WTMP2xdDLMQgbemO2Q3tPO+G7Zv/t24wDWc+4ZCYZDnP9Wp2W5AM6h45zsdA7dOXTn0J1DT4/OOfQBOIc+hSnHeOud0wzjbZ9yLy1a/FKjeEQon51fTA4m2vLo5Tbat6LFt/U78dKLdOO7nn3U0jAujsmfZ0Owc0XULJ8G6IawQLeMRz4REw5LWSqtmieVRbrJOVF4xBsJ9L1NElJrLcyBPcJtRJhfEQ0lz2Gdq7ktCYayDEzEGsJmX4eIJQasAXjhBgqtSjvT/BsRD0mgU6ZXiKQY7HOlRGAvB2NEvMVEahbGCgn75sNpfOec1M73vZTEwMZE6AqFQmLzx2eRAxqOEgPF7cRyrpRqOzA0x1rxNUnj8ApjUZkHD4Ad8cbRE96RmYoXkgLFKRrrJSFQk8H2HCmPienTk8MPKJ19VltrvSX7RuWoaEN9IeWfJhtb6DnF+bG2b7vsV/5tmZee/i7id3khq/5XLjf2bSnRVTZK63BWNK3MpmF9QjIRQJab2/p9Hf3WnrUmO2fQGv94tvi2vM8bLrPGm07x9en2jFeWNc4d5lLHJAdAWi7+WtcKVGQE1114+fTKQQ7s29NyBICGc5wyulbQ8yhLqocQ28bAAIi05s5xjSQYzRrn2ePlwxO6BL/uRvR8F4bcKtPVRNa4sBMK4lqOeUoZb0tuWQ6Godtgx5Pfi2Fnsn31gIYWKdC+mDE5Ys2vpjnIR2XJSCnPGeLlSLT8LKxqK92ggAFYPdG6j5ZKRftp05DM4pC6pDi/myViZ2WtfHeAWj9pEcwJBXdS6C2xWseDyorzsDZHMsULcr4i+3dneN2W9SbJvFa2OLWjdUxnsZzipkOcr1Od42xdKqHedIpLhzh3hkuH+KBjPLLnwp3ku4M8/RaBApE7QoXcyY7yViWTgfUkp6psr3VhTtjU93RNKxCX/Z62a9azxlvl1GMos8fpVEdMtF2vsLPGxwltZXoWgmX7jvAQAr0MzqaeXjhtl1qOyXZ3BB9rmiVosVef4YO5nKvV1B2uclL39O4W93D0lI1tzqHj0HvqHLpz6ATn0J1Dp/bOoTuHfhSXzjEun5MVeXXUIL4ELaJeLveEfUFGNCL4tY+9Icy70YMGkcwjxi2BTr9nn771XfG7KJpYBjFQPt/WMz4SHW4hG7ah+F1Hh+8CneY4WVFGt23CelPkSaDz+VA0gd6KcONC9Igg52iVMyXMni9HuG0nEGVgUEa+PdSCnZreEBEjKw1DZWCwG6ABcxFvshTMMPg7ZZDaAPtWbrfiPc6EZCS6Hky4B1hzpBBmyexRgquKmqeIt0hdopeCoXulddLJcGTMsNCMdGOK+YjjrllG7g44SnC3MowlQbP/Lue5uzuUsbiOpO/LTzVi3NonCDJH679enw72t3yGNHaTYdzcl20fHWamnELFyTrPTRonjETlOBRZ2oNGBnNHLcgJvhM9ZNDkbUiR44zYb80jBpS3LGVWKwuCE3QyW5xKqG/L2/i2hNJBfku/K6d4Kp+eM8VpnvG4Ag9PS8JI9o/oq7FS9w+F7pKd5YywD6S7xBuygzyuiMuTvE8MjGQXznEirqmUOpK85iXVEXej87YEYG3rEL1t3DkOMFJiDbjd2lnjXG5tBjO9P0Y5dfbMqnnGz0IQSmrWeEFAMHlVEQShGtPuYS1JPZETATJrnOsOnNC2ZBcwQAq0YJGp/Kcxrj0PZeTU67pCis86aXHuHqKxbKFXcUXTgy6rvmLZmdVFTpD4ExwAnbvUZRT9VesLIT/zKViTVoBf7Typ0QqCqS4H9Vx+PCu8/B1qHkDyKco/KSMLudhyih8pGQOASqhPOcVvG0VWlVaXfMJ2gvKE+RncipK3iGvpJE92YnaQ0+uLfdyPC7LcLkxH6Sjn84yPgGxeRl7zUuu8vHqeb5z1E5VUn8ka3+XzXn1Gm2f86JDAneNY6mA5rpeTjCK9k+yuEGuytXA4cDfmEXK746zSHFU5a5zOuTdGs/qMzMibu9IhSH6CfvNpWXY9Ym/HnQsWuE5xCJoOzjA8LcsjwDl059AznEN3Dt05dP3bh3PoJpxDP82hH3KMa/Nz8ovfLkKSLnq0eLU+RQDIaEKOqXk6NcLewHC2yJ2gRYtrZdR6aAl0re3M4+Tl0/QDKsoRXxaR4nmZGctFFkjLGLaiw+UlyY980QU6j3Rb2ftNgpxHt3Fyf0Sgt4T5WUEuIQX7jRmbHPK81oC1Gat00WxlerseNpY8/+aCPSy8DMx2EjKWMpGtEdpGxNt2bopKBxPySeDebqaxud/oQ/2bCfbtsKUwIQGTBUh26sWdGBgUJvLbWUDPaAxVv4nPIBMDjYg3aWxqgmRbb0SbcYfC0ag3s/Rf6WQoCIF02b1n3czGO4nMcYn1nAyg7UQIXBx4fhgjztoR5/f0dr5txvg9iV1R3XtLliLN6+Out2jGcT5moz9b26zHnonm4mKYUQzoRINmFPcMZXm9I1GlFhSiIqL8LihCHNhl6LY+rRMEBclOAjeI6beEVTIzXxbKPqFs8X2ZnN8hO8hvy6aDbqXVYTvFaS5xo6x6VUoWqKL5+R1J2VU5V4kkvd22Eulbo90pTkbu8mTPIMc+XlLGeJbeYcFtITNgezBUSp2yu3hJdS1rfCsLF9Hj4yXZQKXAyTmOpSSjuc4R0rxrm9FPelnIZPZ2fPQJAu4EDwvAiWZuGKo3sDtp9O0P2Zkgs8bxZDe1ykzf275OG/9i0n0Ejs4n3iMHpM5gGfPkUNiWy0wvOs49SIGXQhm5i9V55QT7e9INKlP3ESV2ByC/XWn/lzZnKUPrY13jCM9jeK+hZZP22ou2d5l/VkxBQiAiGajfJ26KcfnJA8uA/VvXSN5eNswo+BFyGXVO4nMHOK0TZWDlnKnVt605xbUxWMt062W/Cad4XG4FF6A5xIu5xulvi4dYuSM8IDvKyUlOzwFPgRWJx05BbevTrnNcdZQrpdU1uziQvKI2QCZSeeZXBJDnG099VtxTweEsZZsOWgQ3Bd+V88cyXV7RKagNlz+UNf4k22Z1OfWtnSh7yngJ/eIP2r4ahCHPneO8X9JG2w7mcqBjU41Ox8Jto3ya9PdIVQrt+CNzix8ONuYoOOH92uW4U001dSGcQ78PnEN3Dv0KOIfuHLpz6O+8HPq0Y9wafzTDGCgHCllOjUe9xYitgiI7Ji9P0AKf02rbUXnBRl86i4DmkErn3SMsagNZloCR84sBbYF+FVEF1CRHryRdVQJGw2iEeE+w835hy7wkGhm6PNJtE+IxExRU/iWTDzEJbowL9J4wt6LUjhAYSzb0xoQFf3dqJYOffxfuK7ZHfwvAOx5WrCFswhzIgv1pMkYfsH/gG+Fel0EdiXgrMr3CTrgUgmVJVP5MZgEnFFCTAgHYI97SNRREtkUMxLqcnPVhHilPsoohjz4FSQzE4kbSPtij5Xm0Vd7HGiT4nK09CIV9P7miuIMpU3z+Oy3iTT77Vhk5hpEvaVbH1qLlpWAHyLDds+74HCnDZeQeE7OEMgA1W0tz3goZ2uu72aw362pH+rblFOfHCaEkK2YJf3VYH37O7RtRHUhahO/QyWoHeLGsyF9uDAPCQS7IIJ4tDtZeyqErjF+ZLb5gd4aHgOwgX4CcqRwAjDjF1exxSVYkklPVbRQjJ+IdZV8ttF9alzPg0ndEOkxcEZYnAJVQX5bsCC/I9dsTINZZXUB6mdeIB6CSXzxrfE2KzS5vYkUitJwz0jm+6xibw31h2d8Rm0Oc5BXXI1rBEQUEEXAG1I/VvKCCHCjmCN123Jdbc6ypTvG5ucU1tPTC3vxqBGvez0qP0HZukQIz/XLPMnLPM6TNeWcblMMilmf8I/SpqxxAvKA8nvIOVbZmMT7b79zQ/LNy+ehli98Wqd/LiGs5xfdjjzvHtSxxQggkGxjIAd4g7wuuRcpIyhaXPMDsHKkAsCywssUtpzhVWVEd4tRGOsflcrZHUb5jKznD9/LpSE7knD3+8HRzbS1PSud42Occz5JyIGu8lZm8XfbuIOc2S2ECUpBXyqDdCMvVzhpPz8Aqp16XVUfSNRqecoaRgA+ZNS7tYG77hrDbYORsMNELtBuAmsUpDHm18kx5kN25EPbf+7Zy37Mm5awPnHQIyw7W+AYtA4/2m5YJ1rgu1g9NNXWR8805dDiHLuAcOpxDdw6d6YLOoe8HcQ79sTn0S0upS6EyGjF+NII89MqBmRqIUsbLgrbtaiHOjiWzpzS0lFMtEkO+dC2yS3uZFuNT4I+fR4pvF9BZls9dGMb7BRnEsYxG6hkQ3IiVgt6IdFuxPbtsKKW/e8QbrU/CHmMCvRXxPIoeCUznoMg3K+Jtu4Z6P+1YG7ioA8wyMGyZBHsMlOW1z5WSpckSsKRn2Yx4y/23C3OzLKoo6SKXuTGUBUcW7oqz5+Fhy/ziynwmAY6NB3PzVgolUBmapI5bzK+GXbAgG1MbOyHnSFFJgQscCj3CpviOe/MdWeNww+nAccbBQHtZ0fLSqWBFvHHngqVE9UjQR8fZ+cVo/VEZ2nBoaE/KJiJqw9g8Zfprjbozpe2GdR1BMFglYrWsZACQc4wVmCy3tF24QQDTbyY7i9tgdgyVTqP1hbMcpfwE9jFOk5mWsavJRiqjDqDIFqdtsoQ6Ef23gM3RLTPCaV1c99Lp3FEuyP6olIYF2PjXNEDfUTz7sNwQF7LiHjYnueIgj1vjZFym0T2UGeP5L5VVT85woCx5SiXVSTbQnKAxnhtHpXPcakNzje8kdlkCdSpyXr6fiUxgD9getwxjtHQwNOSWGPeqqOyLbQsZcKKB992NkUH0fREhsKl6ehm5vW/qaPmrQ7274xrQJgTUgyrPPZEF5vaXOTTbpPcuadnicp/A3p2jQWX2Baz6b8XWbO6rENAcWpl+7f0Yys4X+1FQGcGaJ1US+lzO8v0I1hjbC4CRPAv9IrlZbZOBBjz4QMsW53qL5hRXssRN260T8Nd1it+e7OuTczyGsC0vS+EM4FyC+pakbXl4z+P7/iwKBzlrQ6R0WFE6x2n5RnOLP+wkNp13Nttrue12V8M5TvONh7hljW8bmQ0sbQFRTr1l5x6tgKLe3pBOsdvBRG4Dug22ArWzYdYG5vxWdTEjhjybp1WWUx+VTQdlmBwC+W9u/5rZ+8w5DqEOkDNX+2pNp0L3gsf6ZqT6DA+weww4h34QzqGXY4xz6F04h+4cunPozqFrmHKMa9cvu9cqoyZv6jJDeARSWVegRmj1hL2IdKtKRx3MRuBn1Yzhoi0TKnmf9LdX4ki+Qz1ynxvEeZ18U9kzU+dGEW0spaqKcG6V7jAvWBAO/FpFFLgW6baT9dgj3tKzfkjbs4CPbYEuI9yuFOaL+JDWdTcIH5KRyAX7soRijhTC7oxoWbC0wIR7Q7AvWckM6R3d3jqaKyUCmcx+SKPaUMSbUQpmtORVJVwkicrmVstXvdz2zK/iu2elYLig53OkKEL/iswvDSTYe8RAa46U3A6cFFAO1BDyrUhWQPnGE6SCnkvwyHndtsao5le7GFY0cQ9atDxAMnJfIw2pYl6Uo+TAlbDG7l6bnvKnyNBiv578NL4rQj2Hrr6stdGMY/q9E53X+XwKmWoRCUCpvxiyc5jEGZGhDRQlReWhwWQmI/azPkPHaHxX0inemhNZYglhz/gu9BXajipbPKT9FtpORAUR+utT3SmeMsXzuvWp7hAfJPo1cNm0OcXfkTPh6HdcFoQn75Id5LmketizxBFExjj/m5zjq5HZtT2nPUJ9k+obbskw7IEbsLv82YnsSpegrPE0lnJHbBQsK80NyiPnzYhhpkfkyO0Jg3VoblCI58vLyPFxb9AhvpCeNHSFuy1G10GwytLSb3V+NXlsNhDaxqi+/pJo+Qm0yshVjsuBfpjNSugFXU1BytmgR/mrDtlBMlqSCNIG5e2I2NRkq8mpC7lp2Z0zus+wGO5lwEwQVmdK7Fb7Kf1SfrNpnZCfGqrsC+V7H66uwcDJ/YLQB5OXHIbzpMoWT+v2gBcmKwk0no5kdqoXf9udyZwc1pzi5BCn9WHZKqvwfYAi6MjSYcppchYsy5IzrbHs1WZicoaT/hCXJwh4usmNFaVzPCyIWNN84Le2Q3xZbMeIWEfHkQ7xvEznenjIL0DO6BJZ4zLjC2HJ8kvOM77PmYrpeUMtcN2Qssa3H3sloK1dOTULbeC6RPdbmSW7LadV1W4z5E2HlWo36c5yTUYsGNclejg7XYN0Lmg8hHwC1VzvApW+0HPgAuCBdfeAc+jimM6hO4fuHLpz6M6hq+dwDv3ZcOiHM8Y3o2AnPC3SOSrLI0Zxsc/ETVVZVSOk/uj23r4NcqKcV7BtBAPloE9LXGUgQqI4BvvdEuga2TWrZBWl1ORGqThppD7Kj74Z6TYzp6MG/rx5CTSlHY9048T+QzKCY9wFPrWNAwJdE+ZWlBP/wPlz5gM0F+TVYFuEksqj75F3t45QUV8hWlkId1uwv+MBwA1Y2AuWHRERajmY3XhGO+ItJEGfHWnb9zU0R4oCEvQBQFEOFUgEA5svVBj9PWxlI0ti4NAcoVnxGt+niHhj46kcW/nvNWKMFLgC/GZkCTlDeTdLvvD+kOTAgUsbHWN70fK0L30ma0QxBxg9ey3a+FHRMGin5heTbfnv1vcilWXYZM8MeO/09GjLKc6PxbvoDEFRGMUth/joetqsZFW2yi2NQvvmLIOYgwxisO2tbPGeU3wWAaEoo65liy9hy4S9pbmuAzm5H54WTvFMRDwwR3lqi7gCT5/aDvH1Qc947QzohTzj84xLJ/m6Ak9eKBwBfF7xXFodqP8mObuNP2EztgWBzbPGI8py6suC7jzjHLseIonsmHUJnsFMWeORZXpxHUIbN7fxVCEH5Pdz1Cnekl36ziicmWSUau0GMu7OiApL97PmV5P6giSrW+TAfsHKc54gBeS3Y8+bO1FGTj333Dzcpqww7OJTaF270IW3Trqe7NDupQjEGJCxV6iWqtxdmQMW6H7Xaol1vj+gZ8bw9gf1Eg6yJ4tD8/eHyc+8HWW2uCyhfpY0pLvi8pIQoPQhDyQTDvFieyyzxYsS6hysfHo1LYxC/JUXf8tyEYCZLV45xZcnZZY4K6tOPADnv+jutEednxs2vYOG0CXbtAsQnu4OoRiyg3yT3WvtHF+ebM5zrOAlT8OyO8mzJd6yg2XtUBoztRKo/Fjrw5Y1DtHHrHx68TsdI6RnMBJU1MsCa/EoXA+wiG2yxXi1E2D7xixdAoDOSchvVlag0Y7Tc1oBQ9yWpkdUtrHhVDiD0VFFm5Zlt4OlJWUfY4iHaIzz0jatssWt/mA6xNVZ486hK/s6h54O5hy6c+jOoXM4h966QOfQr+TQDznGrXFg1DAmo1gKkhhhltXpX9Sk8ds7joza4k3oRVci3h4DrbIALeUAsF+2s99utbtmEEMhK5Rot2bJUTrfbESn7B8uGKgEDJ0/7pFu/C8v/8Ij3p4qAv0dRFAkgb4TFXOXTaDBlYS5Jfi336zfc63CPfIN2D48LaptzcSKfh15fSHcE4kaYyLhtm1Lyipb14B3JAdXEOVgZMRbLtMaoUe8aTHOJPhHie3OvLvx4WEX7PuDKSPeMnPASICC9FmmAt+PRspLpSw7ElY74m0bdzcpQuR2KdDHouQ1UmAUZglhRtacml/tjuiNsbROjrUqhwtb3l1rhrdh9vasoTvi9DAUr9l5xM1LYP0hxzHNMG5FjBOqsj5I5swFslOFRkYohH1en8cdzq7YziPt2yoyK6/oB5TyE9gN5m37/sxlCXVgzCk+kpXCdcyF/ZbZ4iEgl1Ancjrw50rLaa5xmT0ektM7Pv250iH+9B3b/RJpQeVKjfJk+k3sfRUWsT85wZcVW2n1h805nkqs48mTnWxfnthO8XXLUFuWJ4hAdpCvgWWPg55RMsJDGQRBDlWOnu7zEHfnOB1j37YZBbfb9o48SVnjAWWml9QhYvqmMznQerZhQVE+bhSa7BLlT4HyWVdl5Og7k9HyJ+e+1vS3XvaLBS6/uO4AoMr02taheuA5QKFrpw1c42i0/GgZueQ4GCIKepcm5MvdoL1Dd9R/eK+0uqhy7Cpt+KtxadbbDGkvnbbCDrWc4vSbnLBnssYtEKGcz4dSfgK73qLuP+AUt4JfRlCVTxcyUwOVDjezxcHs/pFAMv5bI/2kbsOzxelvSFnhRPQLp3jOEk/y8IF0xcgrJeysl9YfPGN8CZsMJSf5ErYxMdzeBXF9utkyDylLnEqrr08Rbk9q5zjpzHRfi/GMLBRZ5MxBbjnH2bq4pgg4SW7jVtvASsYXr0JDD490rxGnOYemU3B9wsoaf5Lnr9ztYF5hJuuuQpc4BGtcGnVaAfuzB/bML22sF1lfVoDXaPnZ1ogqg3CA9rQsmh3MyW1eDYg7F2az7CoY7ZpTstwZzqE7hy7hHLpz6M6hO4c+CufQUztcz6FPO8Z75RJ7hnH+Fpgg2QjSPaPnHvPSFdfASE5Ofu4XbQt0WjesJE9Ea9YvC9tmGMba/GKawrofs28Ia8QWQZZQK3dc64G1QfBXiphVPq1F7M9kvIlIKasEDBETFOlG2W5ckEfsgl8T6LzsixTomjCVpVyAXVhzgU7CXG6ToEi2LOCXkAX7th15HYRTiMMmV3bLZUVM1x/wjoc1C/a8vK54AQvWsMW2ErE9HfEGsL4TpWDyZSWSm5UzNdEjWgSxnYmDGyMAOtmvMxFxV4AL8V4Q6G6Ixkxua9HyMSpz1vRoX/Hdd+c+qi6OXfzamF+tdf6zzoWRNpNOu5iMgiPOhWcKMVY35xcbUa7lN9H6Ri4q8cO7yjKM5WruTKLl1vxiozCjxTu6RwFN3qI0WlpRv1xprjKuWv3B5ShbZ0WK50PG/bnLbHGOlckpyxiWY5SVGVRUfiPyFcCCPUs8/wX0Eup5+WnbKf6On8uOcCIm4jt+bh/z1jWt1w2aVl+RMxwA4lLKqbCk43IH+foAPHkXYEkG6hNsBhB2eZb/hmW7fqQ2cS1Kqi+BZHFZ9jRfGzBd0ox0INJ7iMzelvMgCaSIazo25cbQtQyPka2oeTbSm+QAy1zMv/UbS9epE0+aATqbnXwGmtNMCTbvOs40QhtQvmWUDodhdGSImlnKlB1JCFwd9PO8oRlUpjnPB3XSmcCyfDoa241j5nFHmPmaE4TrRBxd87tyvg7KVUkwGyUw1AxlOhcwFuDXaaPJT6DUS2W2uPy+tWGqZRMUlxfs39r84rmdEkxWBx7s64qAsdHqKjIAqcUB0DZmO2b7nzLCySmeyqfHGznJl2T3b7rLQ+qTze6n99+eKIGe0BK2ILIlkLxMzttUpWZZnuSs8e3bWHeuTDrHme4VQ1lSPWeNj2SKYx9H+fzi9My4c7ywhdfNtpZZ41U51O0E+b4o2YrrcsQDXB0FLPUJqRty86qQX6SPPpbt1avoBNiGvBjLj0wLks93QR+0pmXp8Y4zzoUh09jiGLu7se8ByGNLb6qjGTiH7hw6wTl0OIfuHLp9fOfQ87Jz6OmyMj20D7JXc+hTjnF++XJ+MZ790zKM5bVaEeOj6fBqk5bwaClKGvlvnZcEu/hgz2a9ScK+ZxhLtAS6ej60352QhYi+XV1fPcf6+aslYAi8fNrJaM5hgoIR+wCqSDci9WPco96IjNAEOif2W8KcsK5RFexSoHNhTmOeJtgfYsSCsAcPBaTpOjfB2x6M9mPQPdjYhXuOfMsfdczLS4xYIlg5mAisAcuiR7wRoRqQIt4A5AgroZwhzZsyFUWsCRdFiJT7JJNGiZaXc6xpT+kqM0WWGZao5gllA4dVCkaOt9QPpx20muOuV0aOl0i0It4kwcuNJ02Julixas3jSOCOBStafmSOmntiuhQpOQoFKsNY7qdhkqQv9uk1Yw+xN9c4N4yB2jiWsOa9uSea5e00aHJT84BR26Nz6olIcfVSmFEMIBvFWrb4iFOc1vX0Q765nNNN54zUbPFVlkvfCf/sACCn+NN3bLKD/j4wJzmQyf9uprhRFmtftzvEAWyO8uVWO8ixE+VhfUB44V1qp/iyAOvT/GDCw9OipHqMaRxLWeP0LLN8AC+JvhkmPSc514O4g3w7Tm0IyazxkLwLa2wTAzTPeKFDjILIAfHsp2UXLSO9V0QIJAf8Yxr8GlpJ71yPyNkxYtAjQhsodYWNuLmgjBx3ukhSQN6A1OMAXZerHMVifrUL+qSVkXTywGx5XH5adulRe1W7P02GAqUczRlWKB1TS9hCXtKnPpXxVoztIzpHB1WZXetQ3DneCvRrEPsjz74k92NeZ7lje6UiR+ZP5JDl04ttaASTaRBO8iJbnP5aTvHet66gKqO+rVT/ZZKfOcUfItn4uy3PneHZOS4CQ0rnh3SKB9yWTf+5LUnGLmHLHk/npeothXOcSOyFnORPkzNi3Uls9jew56p3RS3XpIM86wkPpZOcssbD7VY4wXPWF/9Ny+n5Gzlr+/MKus43U/o079NwYknbVjoT+Tzjw7rEsgAPLbKaBX7waxH9VDmtWEnaCGz8w9ZQlwENmTCaLT6CXnWKiotgeoRFbm/HrfV7ci600Bz/ecBOvgGdZyy/hxP2kbwEvuwcunPo1nrn0J1Ddw69ekrOodMq59CB+3Hoh0qpN8ampmEsjWJpQLTON5Rx0CWLxzXrqvQLzZ3APvQi6o3OzQcWeomIdDlA6gO6YQzsihQJn5H5xbQXbRaVcayRzIk83m9CUaw0Zwp4M6NUBICqTMS6zimvJASIeKZ/kc99Uka6rUAW/DHuhD6fD0UT6FyYW2U7qttj67lAl8I8C3nRCQu9C2ETpvsjjFjzsTcB+9CwkqRAp3emFvRhF+wr8MJ2E1tpmHVTKLRyMA8xqMQ2OU94lFUxR6iFJPi3xTTnaguNknIFMUHLaVuIt3aWFycF+OWFUH3g94mYTxlfjOjmKAQKSnL7UbLXWmXkGBkgFa1MCNzrsiY6YpQUmCNnUA2wNO7cHZPR9aPH0ozjqpRaWq4+hWAQz5OQhMOK6jPctqe/1tw3Whk1Ov4Stqj9lq5i6TvFak1WtiCdR3l1Q36mb6tbamkSVgk1/tytbPFiKG44xTVIOcr7hlRpIvH39SjKqGsEf5EZITPFk9OcnOJUQj1nia/rXlYdqT+UPmk6YMS2LTuMOcSB3SkuHeQPD8AL75Ic4EkmCuc4HkJeznORr1tE8zYPapk1HkJMz6uUYzTPuHkbHWKDkxorf1mWPQuGythFCCMo6sRAhYYOsd3bICkwK7v4eRghUBHZ7N9sGbkZjDrO8m8hv2is46NW6RQ/6RDv9EFzXKP1nbHtqmk7nglaspA/uxPR/oXvgBzF9Fl2XkxNhoKtK6YkGeQADmEgiIxnLpvQvnNZjUC7iVHCn2VacflZXILiNNGyxY/MnziL4f7KY1kpS3mQn8wWryCciHVGp2Hg8Ou97XNvW9niW0n1J4VT/B0rcpb4Q4x4WHebnpzh5AMlJ5fEgl23CGF3km9j6FaF5RY223nLHl9wW5YqgA1sOT48LeYNpXssssazLZuC6Nizg1gu5lOm5wvoAUaUSZ6yxpGnFGDk9naC9E2RLCyJbbr3UZfNQ9YHOZfCLo+NNbIKza5PBMhy6nvGFzKFQVxEk3OUugT1R4vPknpex3HVyuhsVpm5Y7CdNjZJSB/JSPUZ/qxllRCyIaadC9yBKPqFB9mNOg7POhg5nEPf2ziH7hy6c+iAc+gCzqG34Rw6gFo3uIJDP/2EZKQbYBvGXLjza7dI5TORFmq22wg0BUr5PVR2lLIRrPM0BHxWBhNW8YytTp6N4DyK6hCWgLYcJGw9KanVHGPAGHtH5Y4sIowbwiTM6dzs9y64BbkfOWFRzonyjod9/hO+DKAQ6Ef6YxPgtUAnYc6jZ+QhlhsJxoBljVm4v+MBeOGGHLK9nz8WhmZhgBrf8XYisAyxXbAvEcAKvIPaRBLwoSoHoxHba9yjtG+B+pCIgIf9N0XRDximRRYCMPRu7XOlMAWdSmtRtGv+F+pvIJECHEeEeKVcsd/mHEji3VqTgiXnVyOoAiX1w6i6PPyNA6ZhqkbKE8HDCIFMNLJxViMfj5DgddTxGCkgYWXdbT6f7YGTUiWf/2VZd/l4BzTH0Uhxo40VMV6RyYY8tAigkfLD8syksFl9S5gpoxbTf0e6qPlGas+dvpten4zIT9qmlVqS31cPjNhvgWQosOsvktAfKZumld8utnODmO6FtbPKqAOossUzuS+XNaf403eUWeI8Q5yWO/Matsup38rtNCbehFOcL9O5nrywH4c5x6nvQlhAc5fGhzTf6e1dMmnMgweonPqWrV3PMz4CbS7Kbb1STjm1XbAZSLeUWUrzrFk2QkUMyAZMh2hmeWngTgamU2wOijrLC0CWY0U5dfqn2QkUTT96SWTyXEAQjGSV7k6FbQC0ysgNoWM7qBeYl+tvoje2Na+Dj3kXTOMhK5JcAhntj3q8NmVkyy6duYRY2v+aDNUwUnHFKgVbVv4Q+oO2zCGJZdlO6quAOU7zErtVVsxF4DZoPi1ta4wKrWyYUV1yl5vbwiJ6iuRBMI5XBJRpoEA+7DKvyhZntkIzoxMAd9zuN8G+Wy1DfHnCyP3aKb45w2ORNR7jnu1GJWFl9j7P4KSwM3KM30iGUtb4A7AuG+l9W+jJAjfKCgcjlOlblxlewEZkc7uJguZ6JaAbDvKK0OZtWNZ4ZQdT1heQ+7jggRixnR3k6fH1ssnVWxBjDQ+ya1UW2p9vaYfx7URyH+Yis3NW/2JnHVfFO57eh2Lc51lf1vUoOv2IbOKPuZhiinMRho+kV32G00dynvfp5z7hvC0DRNh+rFJT5iPuBOfQYb6XzqGjHDudQ6/gHDo9W+fQW3AO3Tn0UUw7xos+i/U2S6BzcMNYksqjgpx3UdHc+lA1Izju5TA14dPK5CGDeGqulAOQwh3stxbpBuiKqox4GZknRUK2V41i7fk3SAvLYKiOpZFfQC3IWRRzC7K02loIbrQj3dL2h7gLcYoql2VfysG3vAYtSlAacZpAf+G2FER1zogTA0JMkelhCYgIG/l72wT7kqLS1hBzxBuVQt2PUQ9s8vofKMItYxPsK0muFSnSLTIBv0XjUcTbijriLWKPeNuUfU4ChL0UjIFwu1XCYr8RI3Ke9uXl5BSjtHjnNPKaR8vTb3kO88prPDQUwxHn3boCWHbhQOMuN0RlGTOKOuRlSgIOlKSF8Y03orW7cx/dMSJ+BCOkAFBGzAP1+Am0n/9VDvEe1FKk1Tity88sQ+U2CAVPgVVKrUIie44pZ/Y2SWhyOToy740VLa7pMENB5ZMERLdsLMdMqSXZHw1yQvYHGcWtaHE+txiAoozayFxiVsk0ko8WQghFGXWeLU5l1AtyN5H7myN8zdni1KZyir8jZYxT5rh0iGtj3hSJJ4i71G97+fTaQR7S+aQdSc5xhCVnoSEs2/2FsH1r69Nt7tMUQLBJ5XT6ZHzL0XtZbC7eIjj2yOxYlFTfdgJuSQitK3I5dTJM1zRsWuXUi/dBEgMj6BCiJukH5G+sJLcfinLqQzgp76R9IGFlYBS8WSIEjpSRawYnFBfKbbDSHitIAYIVKQ/oz57OwZ0IQZmb9aWIFrFslcfrOVEYqmxl6zLQl6FSdqZX61hARQ+TARc9naUA00+LOewB8Y6JUv0HQMQyUPYFPW8+FQkwkIHBvu1RWDpMwO64NafU0f4BWT4WDlfLKW5wADXBvxTtqnlQQwBuu1N8yxZfTKf40zVli2P7S9njVrYhx21BYavHpH+sgd55IsJ3QpxGyewcX9et/KniLN+2UyBbyhpf15zpNWoHy0yv/397b9ZkSZKdh33uHhF3zz2zlqzKqq6qrt7X6e6Zng2zYYABBwAFEjCAEChKpFGiuIgPpCgjaRIlmWR6gMz0pGeZ6VE/QDIZjRJpkkDJRJEEJRIEhpjhYADM1tNLdVdl5Y1w14P78Tju4RE3bubNmgEQn1lV3hv33lg8wv2c850N7Bj8NZHcRsuw1zi3g9vuNVtvYmJbgrLf0qcanHaPOZrSEaklC2RtH8fyizsYYmEV9AldfZpdJ5ce+9T3yDkOMC6CZX415FkH99VTj0gFEKdYugY/tMJHkrKDyaEbk9up8V8HSaeu0YEu0XnybD5svqpW+jW993bRwKFvBAbpcQYGDt3ubuDQBw69iYFDHzj0y8KPOod+7ozxLjpvXcM4te+11ZB1DOB1t695fAF4wjjIDumrwKZ2HxESbYpqWym1tujNiyK5lxXR+CnnSzLSDWgnvzrKVa4+afcb1h+VRpOEOSlTREh4gs9Q9LglIXiplzaB3h6Z6ARjdD9qIe4M5IRAtwa3YCXa3KUJAWOMLSHmBCNFt+dKesEO2Eg0aURYriIqiVrP5fq86++zCwGYcGfRbzA+0o0yvnQU8VaPbW2QesHiDFEDpEvBpCLohQT1B60Hu2VCJFALFUfMgD3njKQJSsGYukcKjUMgzNYgIYNzid739aN4513HXK8FCuoxF2EZsyToPrSyo+1KfPi1FmIGkbLOM+/ino58Xd1AdlfyPM9JCqRK0nY5FwA0ysj9KCJJHrdFO9PHcVZl6xdZOfU2xS3puO0XOR4T/PSaX9GqMmr0nXWN4hRiFSjVS4y/boviTxI+Fyj53AuxUzwmHxDK0Ph7ROjH6NNPrNfpubFNlqljr6X7jhSAdYi3EPmGZZKXJYyukk5x6jHOHeKpKN8LgYwiSetmBWjVcJDbz1g5Vb6PYlT3MnVOcdvftKqzxt3YkPNZirqcOo2tJTkudjmxczz8DIAzctrKqbdBw6kGiLLBiBhYA1xHBZDOKiWHLO/JypwNPlLelTOL+6utqyKsGnY+vfhc63KgpfqrxToEH3tur5FDvBUUnLDivOsLaBGsLcSMaHOYxft8QqTARedFDGFMM6Bs1fX00YsS+2g79a5SpP6QHc6rtp5xNYHXfaocwVcTxHzqs1VIzetkRgb7fqzTXLRUfxxY5o8V6TH2dUget2XCtGXBrAOqsrIJmKq29RvykTvFO/SXtZ1W3jnOnOIue9z3FHdO8ZI5wYPsce8YB5aVbg1IqHub1rZ7BWMrAlPQkIRztpJziEhysv1tz/PAGW50M8tLyDprXLox43KnDV1EkU6UQtXSk9ttWeNBOXX3l4jvTfW3XqfnLOkPoUPW2mKpcurBPkxLFZR15ZhDazl7oHmvVujnQUBXlwxwgZ6XYRsT4sdo3TUmRW5vFIn1v1dVLY4NZ40PHHr7bwcOfeDQBw594NAHDh2da+rAobv9b5hDX8sx3hZJmIq66mMY29/b/zTqyEF/jBWCp9VAa5DGHQZz2y6qFYKFlVFLRrzFQryrqX1P9IkYB7onflsWSCeXxT5cRTKHJ9wu2IPXScEdkV99ylWy0h2tfRRYhBv9JZJVoxbmcaQbN4Z5TxQS6Pw1UJdbI/TtixJ+xxERTKATga9c9psSXLDTPm3UGhfo0FbAkmDXAtDCRqVpke6PRvCOjBbyBU654JFv0j3y0pHdFPFGPVN4xFuc9eUj3eJIK6C1FEyr0dLxWTITgT4DmoKdETG+hysjBPxoxNFvKxAvSX3J1HVKY1PEm33TLAUTG1JeqW0hDAC4OZQe20Y2q+5Z5imO1AbC6FY+t9la2lk2tIcydR6uJrXe0rY4667NucCj5X3JoyeAxvKTWpsTxldfw5fL2VRWpfC9CaMeY20Ob1LY4u+socilDONgjWaO2ssso7bxWxzdkzYnbKr8aJBZCXQrzfwYiWcZqHWSZOwEM4xJjsbZ4jHh2Z7Nms4ajxH3F0+VUbff44Zb5BCnbHHnFBfGQDuHeO38Zk5xKqkerXk0zudCSqljsk1IZZ3ksYMcgC+pjtA5LqQCMvgy6qiEJ9o9mW00BKQvcUoR9pVBUBLVOtBF67whpKL/eQ9xXzKLDAPUek3FiAEyfGoyIN1nPJBdqQh5TgSQLKPnnkM317DU9jhjOci+Y/qDMAYmMbdozGOcZ81I6RGr7g//3qrM0tiR2aonrIMOGyFY15CeS41I+RQhQPuO17cfchT9xpC6juh6z5MlH2u1yeerhwxd1TOO739tfWgF65V0mKdI6BUZMSszMmjfa461RlqvJzsUqEkmzrcA8HIUrftojrnXVzsmbuo2UfsRH1DGZGUzkCzqL25c5mZsf+mwTGfgFE+lknSNfeMiyCEuajLflVKnEuq+ZHrkFF+Sfe/1FOsQp7KvS22S+krtGBfIpcCyMsiVQA5Z296wtjEgrH2mQ+e4KhECdQAAd05JREFUlLLOFDfaGgkskzwms33WuNShLFoxL2Idnd/yYFnXLGs5kTUePAcSbl6FOqXXH/rdud52blt7li7QtfGSqERuh9leUVlaQp/qM7S29OC5ws8SMozOuavCE99+DgfiOkhV/4lfcz3Cf96D3I6r/6xTjtbusGm/rhU8zByHm+ovPnDo/OADh+4/bz3hgUMnDBz6wKG3YeDQ4xPFwKFfABfqMd4exdPPMPbKUbRPfmHreP9XlhbtQeo3hP4KpbWzx1gkwPtEkZNhHEeMx5lurWPvLrEr240+5+/XIbWShEbL2LaV2fVvI+WpQX4lSvH4MY8NY637G8qAvxdWKa2FoO+P4rZXGj4CjiLEuUFMpH5KoPclIjko0o2i3niUGwl0JezcqYW7/S3dGzrfStu1XLqos6V2gh0albEKg/R/rWKSiupuI1x4bxQS7FK5SDhdl4NJRbx5PTcit32km6lLwfiyPXEpGH8v188AsxcUCZe4L2VcYsgTMi2GaFz6pacjsc2RlEI6y6t+zY35tog3MqZ4KRg6pgEaawGVkWuga8zdtbeW00qVeWrpEco/e5KlT9fJ+FqXFKBLSI0/d+78yKBPqGXX+h5tv+weY8mfRIYx0CSYu4xjrqC1RS+ui4ahvCoQoW+gQoszNnCQ+7lVG8S+F2/f8RUSMCHZ01VGDWDkjyeb28uncfQNTOh7K4RAXc4uIPSN/ZvoM15nh7tMcVdO3TvFl2dNA6aNgOurr7RF/bt92CjrquEgF0BdUp2NjQEA6WgAUf/1meL0WmaWnHfkgS9phbrP+HksojDjMZwDcdCDJwOEHUYqpy5sDbyVaMguipiPDVIfKd9PZq9y2hggXOO4/rBmX+KuIT6HiglgtW4aBiqEsite79rKyLUS2l0OhYiEbciQRkYMG39e+jSyD4K1rQ/OScBuOks8hWQbEqPrTCsawz5OkY7rbCOc+PaY0Ae6n63guaKsN/Y8rbJFG+VI277oxqBve5gU4d/lEOEZGf7ZInq0K3uT2wkMqeeG7FD+Hc22xcFltI1AMjW2CYBQxebgwWR+22XpoV4uMvmoWRsS9lmot+hwnQWSstTO9yaR753kzCluCXD6VzvFS+YYP3MO8aXWqIzlA6g3KpAm73MlsKSMcZddlktps8UBO9AaSDnHpSuBKoQEFHeQu/emPWvc6wIVkzs0jkwnaQR5UVUT1HOLxti3ZanqNdZnjUsVlFOn1zYIQvfhVs+NlIO2vT2LHedUOXUhVmfaWnst4h5W/OY8PFeS42L7SLVkobEW4mIVK4JDrZBnXZwjbe8KsuPkNr1vI7dbP+NBGZGDhT7n2Ye9KjhdNKu2BwYOfeDQ6x0MHPrAoQ8c+sCh8x8NHPoPg0Nf2zGeEi7cME4J9Hi+pAzj896jVlI5/ptguVO9UYCEodADl91jDEBrxPhl9RfrSshK/TzZXwxojr0nLOyVxILc/qZqjzjsUKY6S6vFBrJ7zUkGepZJkapIqBj48i/LqhbiJNApetzuhztXmvfCGmrNhZai2+i1/a7dJmAfHxLomRKBcCdh74eL5qQT0EsBkMReauMVBop4W/ZgtwPCxT3OoZB35LXfVgt8HvHme4aauhSMQG2U8sWMIrUVnAzipWBcxBsC4R4RBKmMrhbiJXjdVkpOKhet39Ff7QmjqYClibAUSKCQ8tTVIwVg96AnglI4fRxFUZYDV6yCrNYfkUyvi6y5zq5lAr0e//h7l4FGf6tUVHibcsozgloI5q7+YvR5I1qcZANqo+s8pdRShrE/bqS78N+sihhfFb3YFa3I52Fnxn4bVhjIK7Mqu0otnRctZdQABIaxX1/cd+Pyr/Upxj3F6td9S9cTUUT6Czm/6ecka/jepOOiAydKlO0Go8MS6rpqd4qXy8A5DrSQn/xNGwHqEGTTVW6eKEdKwzkBZOggN7qCyAp/rFoy2+MZAJKcB2xOU/aX0M45LsD6sa0HngUApA0lco53ly0Ly6nT7/z9NOjsM96QXakM8uSBmQ1BemmbU5y2JfSHmmR1jgceKR87y1qcZytPlX7eoc8lTzlB1sSX0/xN/zJyPGOhF2KbLJpL7ReiQ+f4jxAuSYy7nad1IE6AeFKZf7eHXRqfN3/G4rncR4Z29ZvtG+3fOOO+wWIrvtPIWPYnF30/qO+XcF7RGPO/cXZG1+mZcNxTMjTVg7bmX8LtsYP8PJVvaJ3tjdhZxf41y6jX9n7DcdsW2Ac07wPjBIJy9zy7jWVY+5LqhrLXXMl0HTrFS20J/dNSY6mNzRh3f7WB/wuEhJ4UgKxsxniuDXIpMDYSWgJaCRQ2rbrhHBfGLqgSAKRAxvuNkwNaSAiV2Yclyho3JbtvHb1Ck1xX5CAP7F8qpa6dfGNZ4w1ZlrINkmdxPrRVFer9e2eA8XLqAM21dPUZbiPHPFLPk47eV612UuC8Ahq6RKoly49KxRMdre/cDuZZdzG5zQMT2khtbUI9YmVrrx7Bw/ZrLKM2UVVrUxg49DQGDn3g0AcOfeDQBw49xMChP3kO/VwZ46vIlzbDmM+X2DDmF2j4TIqQ3LzuREoJnxX7SPYY64h485M8VUrNsD5Mq06VkcsAOiPGgfaoJKCOTDpPKdjUL9bpNdan/E6a/GrJlEoZbYCfOVSqsrUkBxnEtEvUhL1mY+7Hmz7TNObNTDegFuh9el/R96VAkCHF+6IoIazSKwCBMMotlwJKWsPOl4Px42GFZSkMlvzRrqwQN84wr6zHyfZTEcIKXjZiml0nYIW53xXfLxk7xJC6BUxqQClHZlPEm2mWgjFUDsPU5DY3SDmx6kvBcIEuJHzPlHXQQr4E05Xe+zlfkwIUKe92Ak8I8PcJpM7UrLF6txFgBC7Y7XsDipS3O2iWgrH7bZLbXLE6F+IML7YdQIMY6IyUj7AygnjDwj7VF7nNkQeEa25XKR5juj1O6zwb66BxSC6022RiavsqGdySKRs4xxEpZ7RPnwEnL0QAabPaMAa6FbW+RnEft1YjMIF/xo69MoofzTnU6UBKlVoCW+cSSnMffcWPranXNxpzrre0ZYuHPcWaR+vT82kV4p9JMD3GOcKDoA+33RMWzukNrb0TPHCKu/7i/m9VeSe2YfdBRA9Qa8YE6nub2g+9FlLCVBpCVU0HOT8OmOyRlFGuAIoW51njMrP7N3U5dRoqcpKv6hcaZi+m103FDEmfla5RRysAjXLqQEQU03jQs8c+0HBOcyRKydH77stoubi07uAPz4kBKiEHWGdCSrZdgBC4iHjoO9d4tHZXGbnAkRAP7Kp1O+XgTDnGUpHyQJDh1VjbuJ4m5KXrDnxYNyW+A/LeJLLG0z9CkoZdQ46SHUrg5k1fGRqXxkseJzmr04jtz6ScTJH66+oqPQMw4ooEYSBC//nOH5W44gqQtv0DG40+ZzcpqMCRIPoqbfyc5mgr+xpUWqHtXm6a/mtZTPBFY93aY5ytpwDNbxbskVpfiRAmuzFRQn1ZOSc4ZYkb+/60rLCsDB6XGktts8ZPK42Syqk7x3gs46yNLlBKae+jtNleowzO9kbgHJcGgLYBXbZkqpVdFWyWslGZHWdZl8IMHOVOroWVY1Y4p3iAAh8uPrb+u8r/jbPGpeNc6BnwI9HiPLtsxFnjfDuX+HR9sR3Gy3mr6PseHX1CYydXGAiivX5oD9biHEdaNwycVz8CDvE2G5g7yNv09hS5ze9DUo/oC+5AXKO9UcM5SI6gDWHg0AcO3e5vjd8PHHr9nYFDHzj01LaBQwcwcOgprPNsnLuUepAVhP7kckws836BQPMBS0WQp4wyLpQ7s906hHcgeFoiCfm2uFxfK7nPozLi9wwB2WCaE99us1tpzDn44ptCXEaNl5PiaJP5qe1Jw7nPAxiTXjH51ZWVs6q/WBQ5vgokxEl402sr6MNIt4qR+DGhHwv0lFzvqwhRXxSKdJPCRbtJgcz1LMsk3F8BBQ3b/9QJKSEBmUEpGdw3487REtvCl5xJGXeN54tuWWrh4guWE+xUDoYyvHjEm/1ro+0MEd0mXOC0qaOtfBmSRCmYoEdKxyK+MiOBR8r7+e2+A9TR8lKFzx4zElZlgvRF/OycJyqeBHtbxBu3ndqitbmB1VCsUgeNs0OCi0oYpavKPEXnGUfK90Gb0F+nv0wMbkh17W+dUjxtWY+X3XdcAJ0ysnd/MU4Creovtk4k/gYjxoEmwRx8ptNKWpz5QK/tl9IKcgqd6/85icO2NactijxZaon/juYXGcU8uzDlX0m8jrP0+efa1LJ0lVM8Nk5WIV7nbF/x1PfC7/JfBcQ+W8uEMdBuDfNO8MgpbjPJndO80jBaQ1dJ4QrpnmXBn2lO7jPQvgC07g8ApJYQkYPcu5dZpp0B6udAKivTSLYS0a5L+x2jfTl1oF7P6rGrHdirEGfV8de2PGR6jvAoebufdJ9xUnZIj+vqMx6UQO3qsQZGalcrdAcgdNqkSpk5+deIlLc7bD2HTaKL/CNw2QUtgqUill1eR0sYp95uieUfH3+qzIDQoVA7DnSoPwDdciW1tnXZBW3O4x9BdJYeRUgoe5DsJPuzzVm76tiBbOwnQwlxaby2zEG3KcwKbDmfldlu50Rr/z6OOAAjIPfAxnn1c5XSSdoqa3DbP+UUTxHKvKR0H3nKp2pX2JBAQn/sgmH9xXmAVxVlIXVlJHXY/95ZG5wkZYeL4DVli9ve4fwfOcRrp/jjsnaGLyvtHOQ8c9yVV3cOduUc4lRKPZd2n6NMeoc4MgVVGQAahRtl6RzkwlineGWM46rrfuNQui6hLjMXLKp8iXXbR52VU8fSDUOYOc45ltTzzqz52nnsg7uqRta44eXUKchQ9p+HcQAIEHIQKX5rlV0c6uv2qiRbf+Jy6gCSvSp99hfPvKMPKcguFdQL1M870C6zgOYz7j7jx/KvufOqj37MAkLIURWjrzUcc70cbfpErEuk1v5V5HbS2dvgGBKBOR1rU6+KWuvYqmtg4NAHDh0YOPSBQx849IFD5zsdOPR425Pm0NdyjBvTNIz5yXOB3ictHtKVRtTNUjCxYZxC41q7jNhzolePMVJeVcIwrr+MFPHSGo3FcN6I8Rg0we1r4fehOpSoeOr2fr66ovdjRNkfvUpV0i4RTvhktDiPOvKGY20kGDd2JMwrYxD3ReGRblrXPcZSAr0j0C0gfmku8MneKA0jqf+JsBlbAi7izQr0QgmI6gyiPIMoH9ckvsxgVA6Vj1FIW0rVuPurhEElXPkYCShNToLVi1xc5ol6HcWCXbrtgLWNtehenEhgkGDhQqVXKRgworWLiOqTkcCFSdx/x33OS8gJ47Ly+hpjHcOcJBojQ6kNpEzKDs0xRQhotEdrA7WiGzgX/N/VilTSQQe0R8vHEcRsTp87Un4DUW+p2xY7GOK1lytVbRGHbcbrk4ZIPb89n+lWdEXZR9HicSk1gVohCwgg76iUyYjm+CyNqXWXWnY2yQiut8QKWpz5kHIU8VvIn7au4PKN33buQAq2JwIVeKkl9xGteW2EW5u+EkfgA+GYx8ZxTfrUMpT/ls8jXgZ2VVkrf56xHiOsLhM7xMGuvWGImLCMOpH33ijRtqS6qaraKV4uYaoKellCVzpwaPvjuQeHNELvGJd1JrEBkmsm7dOeXnO/VaUhlAwc5HSNRkZzyw+OladSKSesK5/55eeaH8d+egLQbQOcB9S7TWu09hnn0fJB+TIiBQiU6dXmKAeTXX7nEfGU0h3oe8mMRhXKr3BnaLV4ItnF20QEu/BzKHFKFzBgObzeF9kMoWNhRaZdT1lMDoVzR8rztY3Ibhb0E5eD3BT6VFK4KLrakDRIYxHpS9G1kyNLOKJGCJex2nINKXK5jwwF0Epw0H55oEUM0eYzWUcvOa/DPPUMruo/y8Y56P0bOCDa5Gm7DKXPUzKzrbx0KnN2HaTk5lowGqmM/ppgZbZA5CD33/VkX4v9r0Oyla+/AVimVOXGtzKmJu61tf0rXWeKk1P8cal91vhpWfcbf3RmnefkGAesfT3KJCaFQqFYH9VGcKeEFI5odyXUBZkJLnvcZogKZOQMl9o+HDzriwhuId04Oac4kdABz8LGMLbPeHARG2Mrw3gp9TBrHLpK2w09EM+CLg6lbW3tarvT9uzH/JdAe69KTm4rgfVlhucP9GqeiztpuXOcB072cV5FZXKDQ6x39ul98MeGjX9Xv9YU+NqfIrd9EKQxaYMqsb40Auwip0Jr8FNcUWuDTvGBQ29+NnDoLRg49PSlmoFDbxuXgUMfOHR7AQOHfhGcK2M8ZRgTVhnGhDhqXEGsNIxTEEB6MvnoE26Erl601u0x1qU4BT0TXMabN4y5oHEPJxEqdJaprKs+EeN2OzMS3CRvixZvK6Pmfx991NBLz0k2NMu/phXUZKnK2HBjpKPRlS3P0dOQ16gFNwl2u82+X1a1AVxHlHcL9LYyvPWltZMUSiAQ9tTfkyLQKUotkwJClxDLU4jlI8izR0B1Zp87VcDkI6uEjyRymaGS9ryVEVAGqHoIcZ/Vp5sCPX5Ngl0qp4DGEW8Ga5eCUaIWKo1oq4gUAND824aujAQGLss8MRCVkGusQS2ZlUBoFAHpOc6RimitX/NDmuB1POdTynxXKZIUud1wLjQurulU8mcVG6VVpExFRIA9JyIDogw8UqTWFISrn/bzocuY6htxyLMeeX87vv9NQqIl8raP4dWBVTK2WaKuaipx8fm0RY+3fM+pmnZz6hwSBHNKb+lS0NYF/0WrYxZYY5ybBGTTGV4bIUAtb2tluUory0S4NSJXVxNEqYhxylAhGQukI/PjkmoxVmW7xQZxn657Pmsi1iEj5wUMc4b77PAlzJJ6jFunuD5bwmiN6qyE0cyJzbK8hZK1M9w7xV3Wdpbb7ziD0ZQAqgqUeU6OdpPIGjfOKW4/l95B7meLZAERqNdWKEucGyLQhQQqBcjMBwYYtEfq8/hurZvrFdeTYoSyKqrGoO1BV/lyYkKg3s6ihmNSAEBQOq6TCIiylHvqDgAC/YE7f3wJuTXWEppP8bYucFthdXZd/Toms+NgIE7E8nLqbZl2QZ/36LiNgKw4QCXOFl8RKQ+wZ5vv4zwEd59Gki1YI4bk4uggONqDnFzp43Nmyq8rQ/sQHH1woWy35IXoutQuR1dlAtoeBWAYWPlKWW+trV865GmDvEctQ4EwuKxi49zVc5mXlU61qCDwW5Bq9XIeB3mv7DfU+ksjG4lzMlyHCex/58TSZD/k6WPwMuquDKwtpR7+LbXBmbP7H5c6cIqflhWW2m5/tKxwVmo8PKvw6KzEmXOOA9ZenxQKj8sM00KB6DYpBKQ2UJWBFBpKWOJbSeUy0ZwdDUBIg8o0S6pDSp8lns4aJ3tKAS5jvHXMU895HAQGt6byUuo6zBqHrupy6nbn9fN/QTSpoabuGL/v+5zGTkXPbyayk0KOUtZZX32IbcScYq0/dHJcXAbRWsPaN7Snp24u2GsdpPq1AiEPsYrc5n3ek5xw27Ulsu1SPVrB3/vXoX4cjH2LY+K8GDh0DBw6x8ChDxw6Bg6d73vg0AcOnbY9aQ793KXUgXbDuC1yEEg/YEAtWFYJdOmifmJcSrYboS3iKlBY64g3n/XGIveFkc2HsOOc1okYJ3SVUQNq4e6jkNYwihtkfgcx0QrKVgh+FhoMa5WqjB0s9DdI5WPKcUy4CemzCT1xjzDSraQocifIbS8x0yrQU2V4gTBTgke8cSRL8vDXAnU5GGH/ieWZFeinDyAefQD94Xt2bMYzyMUetLBZaNlobpUC7QQmKQpOSQDc87GCaaWIeg4l69KqQZSbe71OP576ORfgpWCEe/aTpWDAhDyqdImSOCsh+KxJwDSIF//d2nkUlJATgpEACSVfyECqxBlffEi5wXRe9M0OMfSfF+bt5HbSuZBAsBYHxEtCoJ8nUv4SyppdFG0KFi9fmSIFYmOWR8sHn23oPGNi03KksSPQnWcbsUwRtfF62oGghKN7HThi47JK9gvReQiA9xk3GlyoNsQrDTfCPp2cYI7R5Zxtu499CbggYbXXL9phHOnu0UHex8ZzSC4TGRQq00iVWgoIz1phT0WMkxzlegsn9Jsl1OpxT+kw62S6xTKz9XsxWRE/yzp8vn32avzPlVPXZ0tUyxKm0tDub1z+XDrHtXSqt640hNQQOYAshxxNLOm9XMKcnYKT2twp3po1XrkMRSUtaY0MQOky01VTprhsccoqk3lhWXpyiBvNxkF2jmkgz7yTJvxOnRGTNkLtfkL9iOsQ9JpKywWymcbJ6XIry5ilorV7lJGzO2sntQNCm2QYIwOsQ4HmXpYmcL1+I/25t2F1vsxqpMjsdTO9eDn1ePwbekWqN2tsG8QOhdgp3rbmcbmCJunXWn72h+RIeCJw8zfsex3ZSZGTnA/RJmRovS10jvskMdTPUR+I6Bw34rhoyXwBQh2mVXfhoDHmugrXmdjzHlcZIFvUO8mZTRAHl3W1Iqn3n87Up+obivfnDHiA9HrfGljZE0HJ9IrNbfa3q/8ycS3BhTSyxSPnOHvejXNqVhXvJe76hWv7uo9T3DrErVP8wWnpXtvzLTKJ+TjDztTp+qzvKf2tHeQGSmgIKqnuCPi4pLoUwpd4FZr1F3fvwcqrUzn11uCeyEnbltnJSW0szyDywo5viTqolQJEqF9oTOomwPXHrs/PW2EmVYKTyqnbLzT19zjIK1WSMyC3PReRGLtGgFdEagOh/pAIRgAipwJQ6xW6rjDUkJ09Zdkmgq5XORpSTkUeGEV6HAxgRHu2Hel+jTPuCoCibdHz3dmSJXKQbzprPDg9ehQHDr3WlQcOvR0Dhz5w6CswcOgDhw5g4NAvwKGv5RjvMoy7SpFwodJFLqdILoIUYeaIFIzUJ2wgMtWeUwvh0vieFexd5RFpwfHnF2dguciY1HXXxH495gbNiHFuHAPtkVYULe4JL91diSleixtRb+0/XQ9thgFfiBPf589LQH7x8hwrnDe0uHrB7p5xQ0QQI/J5T5Q2gd5maPSNYKaFmHqjAIBArcgSGaSkAHQJUS1tCZjlQ1Tf+10sf/dfoXr4EMXxLWRSQqgCIhvD6BJKZBDCOGWuXfnz1+3neK1EBj2/XKS130Yn6ea0NlYIVMb4UjBdPVI8ce2GyQrxJrlqBMJSMCTkpQQ0I/aUgimRNIgaxAwQkmBsvOm9ABEuCHvZEcG9AjUR0PKMrNxD9+8b39PNvoJxpk6qjFyK3K4jr0Jy2+goL5MZVKlI+VignzdSvhNdzo3Vvw7ACcs+610jk8HPDdGQe1QOWLUYs97ZsOY5t2Hl+sMdgYlocb595TZgpRyN5SZljfPSsFx+UjnSRp9xrQGRPgdPLEeGsUGajFjlnE1FjFMpNe6EA+DLd3Pwd4E83aDu0ogqZZ/VB2dZ+o3oUhZRGmT9qOZ5crIZIRkR6y2ajfU6TnHa3mWk0FJB5HNMUJARK1D/9b9Ni8PwMunZc//qbHH7j5ziellCu2xxn+HNsruNzxYvIZHZ8ua5vQCRFZDzHSDLYR4+QFWe2d9Ubl/MKb6qd7nR2jvJDTnLKw1Jl0oDRlniUjmHfO7C1UubNa6YvkqGdGKsUsPXKudaiCcp28ssV8Y05lLjHNz8bsv08p+tIAXsB7UhGkfFm+TrFt0h7hkfkU7eeZCa/zxyPzD6m/egXufC8bgI4rWuq4yZTBDajfMVJNNaKn4APtiqqy9rn96JBrHjrKqDfzqNnsS59XAybMwWWgX+nKXKqQO13ATCcyfZGThsRb0ddi00SEfuA2we4WIyFKjtobg8fxsoqK9xNzaY7WZ/mnDEpmxTkK4ayk969gzxE63PO+m59Xe4LQrUeot93R1cRr8HwixN2l73RjVQK6IP4jMmudn4XszBJBC3qGhAd9sJSRsBCfufl/fO8tq24zYDlYF1JWA14MumUwl1beAd4kutXbabe51win94usTDswrvP1zi/UdLnH50hqrUmCxG3lml2L9cCcgKWLpqKDZjXHgHuRCANMLauoac4sLffyEFlMxglAtOlS64imWRw5VTN6V7RpWCKZf1eDPHbOA0TDiw4nFG5WzgDEB5Bt+blP4Z1t5oxbPBdQSuo/fBug7zVeXUQxlF54RG5lGqzzj1ak3Odc45AIHjqpXjot9FLVlAzoYfIrGtpICOBESqSlD8OrX2+98yXcLr6KYOTCA7uMVlwtZ7458/r0eknvXIKd5w6LDPLlI1JsbAocffGzj0jWDg0D0GDn3g0Fdh4NBX4I84h36xjHHUk51jVdRVLR3qC9TCrqZUDoJS4lNDmYy00kwxom31gde8suCk2euQWPafk2AHM4p5xJsnFlkpGHeuKaHDI69I0PCsK04wp4xju4/6dRBp5UOtwsyb+ruhUdwkkXuK8iiyzQjhq1YmwRXVPiU64mgY+q3760tVUkQ1PSMUYOvKqBlHTHKhRcax7znGBHkd8dYu0FPRYISY+F0V9RZmGQqn3Iq69IjRELoCzh5Df/gevveP/gXe/dp3cP/nR1D71yDmpRX+uoRUmS8p01fVTwmQWLDTNVba+B0rCC/M5ZrNH0h4p0rBWGVL1GXMolIwoYEakog+GwEIBfo6iqPmPdYq/6zJ1Fzm58WuDf5a4KMt/WFN/Xnv8VoRoVjvu6lY8hJQYZRhPf5UCiYe/1awKG3/l4+9PenOSFagqVDxSPlkmScpawOKK3rx6SUGN35ChRArb0IbEczXYZ/pGBlU/Ht+bJncI6WKSJtNwjoJRZ1xZaL+bC3R4n2J5Rh9e4w1ssbjjPEg+4qID4mgdGNiZfN6VERGdBnGQPM+hvpLUzlrK6UWZ+kHa3qPW+uzw4UETDSWqW0xVq1vvi9vGFHqyzRykglIGsl+XUNt8MZ6C8nSMFo8nD9tZGcq42eVo/QiGW2t0HXWOJVQN8uzwClOWeN1hjcj3bSCqCQMC+4wRWb1QqUgFzsQi12U3/pacFhTNZ3isdPdf9c53yUAfVb6su30VwL2/sLde3KMO/Jc5gWgSxiTA7oETLMsbUCC0JxiuhIHJ0A6h3ZF8APfn4QI1kZuK8Syy8swRxwaJEiB5AnFUfG8YkAHqd2mO4CRAZGO2gpy4IOM7foj0h8uE33KmNHF2XEPdbc4066zhANb13lftdbycV1ZSLFt0NY7MQVynp0DEgKVywyAMY1M4EtHKhMcQGefcR78JOo1In6yud5EazqA3uRyHxnK7X+6eany3Z7Ud0j1r+6NlAzl1QkivZXrlGELkoh4IgelG1thXMCSoPehCzDWS4lg7hNcBiCQpYRUGWNr9ydI+gSJ37s/6qrx77PGxlnjqEnY8MQivgXw89tnindxPswmi218myleO8RPXab4Y/Y6zhQ/K7XPFH/8aIn333mIx49KHEiBD5XrMZ5JFJnCWalRKIlcAkttkJuaL6skVd0JS6cKY21r6fR2unfClYQ3xvVDNdpnjXtbWLo+43yM/S1LjHGLrh7zLPY5d4EIpetj7uRh0hZm+4n1htgGpm1Amn+IsZGsZx1m25LuyicFdzLUJDg5E+p9kXMWiTneILS7ZBkhDh4GkOzP6r/P1icXBGLYMx+P1ir6oK8M6xvc2pa173UkhHYwZT222sEsiNG/589fIvCGtgPorqjl9ntZIpzW9IFDHzj0BgYO3WPg0AcOnUZs4ND9SQ8c+iVx6Gs7xlNk53mirmICjJdGjD3/9FWB+j5yUr8+uTShvxEkSDJ7conIDA5GRASlYFjEW52RlX4AY8OYE8x9yqjpxEMGdGfhxEZxKFxq9HrcpLQhU/5HaTKSFt5Gj7Fo7NcqVRkryZGxQsRDRcYaaOGy42b7opCxHAnxSKCnygoCPKLlfP1pySDu/pKCKMbYeuoaRjsLiOmifiYpmhar7xc9R5WOCRdSeNKKCxApLz05yPr7plWh56VgRILcNtoK8oaQb4FJCPSuMnKh4sh6rLnf+1IwLWXN/E+9gp44p0tiuFMRb41j03+M3I5vnSUCWCkzPt6An1cNQoDN516R8mxdXSdSvpPIXvE8cBCxHfw8ER3arF6TlnlecEcGlf2RIwVYxBvJOFJqKQp0U48HjVJbtPjGjeIYfF+JHmNB1jhbt+ryr4k+Y0bUGSr8UCbd74rkKLBab+HlGIHmfUwZxoSuaPGV63kXuGMjdZ/6OpHi7Eoi9uGIN6COGAdq8kQiNNgBpw+yNS6ht/AsNyB63SAl3Cm6YaqccE45Tus+YvZvm66yCdCYmuWyLqEeOcUpY7w6s4Q0L3cuXEa30PU6Vp6eQeYZ9ONHqN5/B+LRRzCnHwHl0jvdfbZ45BSPS6nT8cj5Tn3GAWeIsnERgOsrLut/We6zxoXTn/i80oy84Gjr49UW/RurD/y22t+KVnnVuF4moK1GnYYnC4A0KRBFy9sfcV2hnl/n6THOyQBObHvHJP2IHLO0PsbXEW3wToSO73QhJr1j+6xvtDx3KMTR8pRpF+gO/gKY7gA0s8Xj9azFLiAEBAAAXka9+eV6rBvlZ/n7hP7A5cIqXGS5743YKc6Pb4wjmsNy6nF5Um4jSCEghF23yTbqY4sCaNij55WhwTUAQVCfv+bY7k/xACtghLB6R/RMJTNp6TXXXwBG9LOSsPxcnK6CxraY1A+zr9qCy4B0hmG85qayDH1gUTTmAsKPsf+9aBLN59FfGlU5/AW7+c3W2mDcVzhryf7nztk4g7kxzoLKqLNscWNLqJ+WdW/xpSb73/47qzTOSvpn+4s/pveO48hHGZQLQquMCb7/uJSYFLbXam4ElpVGLoV3ilfObrJOceYgF8I7GqQEKiOQydopDmPs3HeOchhbTl3kps4Uj8a7SbQ22+4ATXLVlIDIgKDPeLm0NppUMFkBKqce7ki6Z7p+ZgPdIjpurFOkAj/6gjtTYscsb+VAjlmgvZx6XJI2sIMj1AFeIefQWoWGodEDmD4gW5j0CH48T5Cu4EDWNChjG7hN9q3D/cZrETl14yA7O9b1eqgDpYp0hnqO8xZfPMAO0ZrSVU2Lfhuv65vAwKFH7wcOfTUGDn3g0Fcdd+DQO0bn/Bg4dPyR49DXcoy3kZ3rCBgPjcYF8oi3WLALZ5xJNEl9ES3a/jfnFehSwZRnjAjrUIh0VUcrgy0CLOItKCvF+4zRP60Bqf0EIeWv0ggI/T5l1NoMh7AEAQBXxktr2HFHTSpT6VEgNIq5UtU3GyvohUqTi+4bL9MRGAoJgc7uAV2iJ8CA5r3SFYA8jCg0dWaEMNoLck84uEi3SsOVT6uz2+jv0t+DtEBPyXUpasHehjUDwvzCCiFtn7FiDLl7iNlzL2FaLiGnC8jpFozMggUt9XjE85QvTKSLpQR6I9KNQLfEADrZzDFEGylGAjBVikQAtpxcTAzE5LbWDeIljIrsdhzFmQn+PScEZKRAAiG5zQiBelyoZyPrI0jTc035LiXLxFmBuPyWfY1ktHyqFAyRBb4UT5SdRGtxGyGwbqS8JbRlMlLei68o4tGPfSTI1x5X1BQeRc3HZeS6yGC/n5ZoY3uMkBSII964o/Gi4DI0AMmgyzSKgZQmFBrDulaMPZEfZY17wzgw1uqSpFJKZwC5e4G61zXpLX3LkfrTisj92DAGK2UFhMQxRYvXcjMs6RVeW8dYC2mvhqLGY6e431WkQNM402d+dyq4H9xwMYCdYyxrnPd1D3u8a2hI7zD1uotfQ6ws5VHjDSd4MPbh9fjp0gKSG4rpKPZvROz3oB8CZ10kSwKjQWuXLb5EdfoY5ekZ9Flp/y5LmKoKssZjaCUh8ywg5pZSIsd7Xp6Y8gzm8SnbZ+0UJ8c7YImQuKS6VG69jLLTqbS6/15sIEkFPD6Fcb3GjS6BqnSlmqWfPwb1vOIGB82ntv7i/voT2+k+t2WN9+mxxm2GlO7g5RplJ0WkAJcbJOO5bmqiv2D3IEZXf7U4a1wykimUYbXuQME9mq1RbfKsbylaghJNp1rcU5GOmYqWV5LMXnulKYeCcRHdOtYdmOxp6g7p8rNA2i6wJ8zIAG8bcH2vzoJJ9mGNdJo+vVpJ3JCO4N/D6g8pUuBCYHJy/d/q9nLqwo6/FLI12n8dWzQ4bPS+S4byeSzd6KWmf0Dqx9lu5wUrjV6ffItcjhzkjQwZpfw4x1njkJEjB3CEZe0Y9ZU2tMtk1rox3twpnqp2E2fp1yVgbTn1yhjkbnVqZOGLiMxfn492O4oyj1gmc+y4MlVVcy8thCs/DT/WurYVQnvDZjDbsTY+UMG4Mav7igOlhneGnzoSv6xYBrnWzBEeOsXJ/hVCYDy1FVayXNmgD20d7vS9wH5WMX9m9aVCydopbphTXFmCVhg7osqVUbcl1J09rJw9rMvaBmX9kv1fnRj7VHsWNua1HSxtv3HAr7mgMS/PILIssIV51hcdgeQBt4FJ1nEQx3ge9HGkxFlH2l1jW0lUtNnBTFZ4TjK2eZkMo4trbRlC+2LvBRDawsiT7QL8X9JjmS7h979iSGMZEGeOKyGQyqVuu1exDczLUfOscftxbQfbsSb9gYKbBWTCkRDyv2GAXbLF1ArHgn+/oXLqA4eeuo6BQ+/CwKEPHPoqDBx6fb30+ToYOPSBQ+dYzzGOpoBJCXR+UaEiFV1wJNjpGTOoo10mmYQxFPGDsAQsUAtFREbxOQQ6RY0DgJkeAe99OxQmqagrICAqGuVgSPngEW8s403oykfvK2kfJB85bOqSJLESlRrvPhHj9nt1KUoAyCEwzaXbzqILRT3O6xjFDfLeC/PKE342OkkDiwPIj95F9f47bMK3Gwt8W62KpI0Gv+A6Yh+6Ckp1VAZOSLuocSeka2NZu2g3+9c/7wmBTkMeGwVKUA9G+353kmN7lOF3PzjtRfYCYAJB1MLACC/QkY9hdAW5fQA5ntlnMCuA0dR+Hi1uZPwZw54ldm10TJ6VQODCnW9rQAJSC0xzgaf3p/jm+6dWQez5IKXIVTKOkuQ2IwYgNaAK6GJms++WNdGyblYCwJ4twAoYIOhnR8+ZkApCaejRnClcmS055Ma8zdDxZEEcVdVzMZdS4GiW491HJR6X4drXp0RtfY3uOUN6/OOMBcgSkE6M8Eg3bcclGRmfUtoZAqddHDXPHApCFdD5xK/7hgt2uq62yNqOYWV+VV8yiQhvY4BJLjHNBb7/8Mz/ZlW0cexUpXKIKVKAjCfeY3BNfSSJpAyNIuz53wuVJwUg8gJ6tAA++G678uac47ykOslOfj4CqLPGnXYZy1ChS0BISCGtoVEaP+8qU+stRDCnHLWxLA2R1l0o4y2HVY6VEN4Ze1GjOOkAd9u4HDXzfYgP34E5O3XnF825+ErctmRWCiu3JACbNe7GVugKpqLXmdUJDZVJSxP6lTGBgZzWGetz4/KGy0/KGocUOJoVUFLgweOytb94V8Y+h+Onw/F1f72jVEiILIfa3ocejVG9+13o01NUZ2XgFK/OlrUjm2V0a5cpDsA6qyttS6gDnow2WkOenkEqWWeFa+sIH+3MkV+7iff+8T8FlWfX7HccldbWQRBlpwsVr4OnkGOg7jF+ah0W5RL68SP7OhvBqBwQ0us5ZGh4wgm1/sCrAdC99LrSCquK60lSALd3J/j9B48b3wucarq7BKpdT8No+WTWOBEESsNkBcSHp54QCErI8b9Aaxk5utKmQ6FqZI1bYruELiZpA9Xpf57kCJYhJ/t66Am0TsWvp7nCsjJ4uGxeR98ea/Q8tDkUKg0I6dZgI5AJCagMKGlNd7pDTL74v5HOwMecOyidLcYj5Ulv8FkwxdjqhtWyOd6EntHxMVqd5ALINsOt93OKG9Zn3J9cupw6EZ+e8BTS3kNhb/M4E/jgcT9bFADWJZe5/S+18aT+JKOy0bUcbSX1Ub9vvF4DQikgn8M8+jAk9oHmPG8roU6nQNVv+Pk5/UXo0hHexq7frn+lJ/Mj3a9rvFPBZoSubAtp7LjOCxV8148xEf3geku99naqMMGc0s15JhXEYhcyy1F973ddS5JlMOfbCNfU2orKkX+lvS92jWXrtyzd+lJ6p/jSkfhLr6NY5/fjssKysk7v07LyZdSD7HDm5KZ/SgioTNY9TjPpdZJKG+zNR3j52ha+/u5DS5YreHnKy6lLWucZsUfEN62jNC+Mk11Ca0vuG+coF8JuNxpiPIWY7aD85m/YcXX2cMopnqpAA1gdRagKIi/ss17C9hivnCMcdtwpaxxlaW3h3HIQRlnngtbwcsxnjQfyzQT3uCsruQ1SCBxvjfDtB2eN33fZwn1LolZGuHvkSqK6fu/QJZBPIZaP7euyTBDbUW/WNoK7S5ZRKVqp6kBKVXg9zZdNZxntwRiwITF+Wz8Lk+QZkdszt3a882i50qHbRW43nLqo1x16XirjygK7a5CAn9Ooynp91WXkWEi0YwHS4x6Nv7dFdfvcWAf1vB44dGDg0DvH0U7ygUMfOPSBQx84dDqRgUN/Ahz62qXUu6KXUwIGCMkVoN041iwtXkBgZ6owyyUelZHBRoKSk/ex8bkO6Ka735VbV6Gnu8iXD2EevJt88OzXo/J8cQYc22dXxJvQFVCVMDLDSEmcVpbUp6wrnVCi2np0EvgDFPd1k5FimiuJK7MMHy01PjzT7kEWDYK5LlUaEtCd402CXdpesAJs4qkC5d4J5HgBvPtdP+EbZRRTSPRHaRgN2kafS8WI/dIttDLzUWhlMLZgQrwWelbI1wJ9qesocRLwKXhDwFjy/cXDGeaFxPcfnq0dfaPhMm/gDEkpgayA0BV0oa3Cm41BThOjciArvCIlnZGnwUoKazrP2kjnCxMpLfwfYNcAjiyOeAOghMEzBzO8cDDB41Lj/dPS3roOZYYWtTj6z16zPZ+A3JaZu++MGFAaOh9Dzw+Rn74PPHjXZ/ihXDayj4JnjkFExxcAzBIQOaxAL89choLLcpASmGxBz/YhSuegcpFulQ6Jbf/XK2xNg9VHFUbPli2rZ4JMr2kucbJVYJJJfP3d0+TYxqVguEABja+7TomaHDBAEPFGGQtGAFAFTDaGEALq7BGgS5ilHeu43E6rQOdj39UfxX2XIuWr+SH0ZBvqw+/5sQ6i5WX9nkawa87xiHgpAA3hpb+AgHQNng6nGSaZxGmp8e6j5UqnasqYlVIwGdjeH8yOtUBLIsdaUNISy0q454BHW4MZxfF6HkXmN8Cct9agMxBKodw9gZ5sWzn60QftJxY7x8FI5bjPGJDMGvfGsSiRqQLCRXPzfldWaQoj9M9jGDeixp2RPM4Ejuc5HpxpnFY6yBYPHOR9yeUY1MvQGcc0Liafotw7gVI58OF7jPhZYRzzEsOR4mzXVOVJZwhG5uvKznOSqRAotcsKd+MdE/qkp3Q5xduI/dgwVgK4sWXz3H67rFwgQphZWOsu4Qi3yp7AGa7DsmIuKwvFCNXOTfudr/06ytMzVKdn7u/juox6pX3GOIDaOb60RiEAqCLzznPpCOnK9QOXDQc2MH3riyivPYfR1/8VHn77Hes413VGOs/0Eko6Ilui0toSiUAjY9x+94y9VjawwpVVF1IBs32YYoqSdFDNSD03r3jJOLpnrT0S2aY4AMJ/Rxvc2Jng7k4BY4Bvf1g7x/uW0SMyW3l9ickwIgXo/vI+rTKDnu5CLB/DfPADhNniOpRpQE0wxYSf+5vUT8v6OwawY12Mrd5AJK+TXWToESFA40fXFI/pujrlKJO4tzvCR0uNr7/3uEEINMd1dda4MQJaNEkBgzrb0equYxhVQD3+0F63LoMo+aD6BY1hpEOEJ9d0oHG9gf5WW9es3vDB7/uxNsH8p0WE6RJYpTvUgQa8z7g0xpWBFdgdrW1uN1GMV3+HiNQIjXLq9F0AqaxxJQUyJ0c/PNO1fVTVJOc6MhQANxrdl2ibtf+X7vz2JwrbI4WH7nlUwmYYJkl9/jd+3QY3t0IdX8MUc5T7t5G98w3g+99059hC+NH2KNuNrs7Pb5L7PtOKiP3S6SwCQkuoLEMuBR6ausJK7EAhG7Q9w7B5mhRUFpPINmtc4uosw1IbvPOoqsdYJPQW2t+KoeW9UI2Qlgg1kUzNC5R7tyHKx8B3fqcmXctlsN52jX9jflOJTnIWLs9qWZZlENWZJblVBgFrw55V2vUVtyXUwzLq2pdRPyvDEuqVtt9p2LyZ9M990I5CG3zp3gGeP5zg3UdLLBPrVz2HqKe4W1NN7SDn1TeodCo5ZgUAyooXGbN5ZvvQ80Ood34P5YP3wjU0corH1Wea9/usdo6TDUwtCMgGlgo4OwVme9DTXaA6A2Rm+SzvCAllWHBfvVxbU5g57E1y3NoqICDwrQ/StnAbDP0nSIewvI232UVNtAb93mUGZAV0NgaqM6jHH9gxLpfWFl6eNWzg88sy1rLBBa9WeyeA1hCPH9R2cBToZcCeiZ7jIQFoRnJz5EricJphmkt8dFbhQWUVm1bHRQu5DdTBxfadAAy8HUx9d8mpUzljwGRjiLNHgX0qnFMcZRk8482T6eAWgZrLjTjGTWDg0GsMHHp4ja1jO3DoA4c+cOgDhz5w6O4kLpdDX8tSP5rmeKgEzh6nM67aBEzjfYtxLI2xWpisB06gjhwHEGS6eVKfE/cc8ecp8IwsIVFuXbHKvMywPLqPrPg94Hvf4BcSCG6e6dZZDoYi+I223AP7TvwAznO7AH//YQXqf0WCJkUw0/jGk7+RecUEOY379e0RrkwzZALYKiQKJfDhmfZjTdH6nuCnYUuPZnJcfSkYIWFgDWQ9XkDP9m1U0uIK5NNvQX7jn7ioN0bsJ8pUxsfvNBq0M5CLEYQuofOJv78ZbLT82WlpBbuuSR/eE2VZaSvsVgj0VPkHug8H0wJvXF/gYGK7Mn7y5ha+/t5j/P6Dx96ATkW/GTLSQELNRea5BShTBUyu64xKMgwoUlgV0KMZoAoIALPcZn49NJqVFaqVRO/cMLWDA0BSoPMyMKU2gWCf5Ao/fncfx4scSgAvHk3x3Y9KfOO9R3ZsVkVfmVCo0A2ujB10KRFEvBllo+MhM+h8ApNbAnF5dB9ZPkX1r/5xTbJGiqNpUR7pbjaECwn0rPD924RUMDvXUG1fs9/Nxv43VM6pjlRsLwETv14FJYCjWYGjmZ3DR9MMhZrgt989xbIlbYeeU6/0O2nepyRqHTUPSMr8AmDGW6iyAtn3fxtGP6yNf0cIeAO1zVnHDFEASEbKAzBVBTmeobr+PMx4CwBQzfYhH3/EnntRP//25vh9rAKPdANqYsDuQeDqLMMks+N0a7tAJgW+/eHjYC2OscqYBRBEettnwl6xcOvLOLu4aT5WNdENF1nPe7Nxg1hw+RqjzYhza76RyjsfICTKw3tQ2beA97/bUOA8uFxl0eP8mH6N4zKU9xrXpTViYMd6Z2TX2h+cVp7Q54YxJ/eBOmsnhbgcKb+P2s3BK1NLuG6PJEaVwKOlDuQnEMrPYAlcYRgbwBMYRghQQfZquuvlWbVzDJkVEL/z/8E8+iiMNKUxTsAAETkRZ1RUoF7jlHFl1Mzf31xYneXdx1VARNSy1JZcs3K06RTneko6IKE2jK/MCtzdG2Ge2+u/tzvGdz4qsSQyWlgFPBjrvlOH9DCN2kBwZcV0PoHeuQEzmgMA8s/9EtQ/+p/w3j/9Z4FT3GaNs57gCW1cKOcYkRLKZYTrpXWKqzzzGRdCSox259j+yi9ieXgPkBlmP/cXMPnH/zO++w/+j2D//Dj0Wrge4xVK39s8RglnBEgJ/VjaMZMSIi9Q7Z9Azw8BuGAaSWSTafSRI4IvLO/bni2e0lWVEJBS4OUrc1yd5X6NnRcS3/qgmTkeg8stTmbDzddk1jiRAtJmihtl149y9wZUPgK++f/WZAB31MYO8Sjbixumaf2UlVRfHKDcvQE4sglKe2KGnAn+WlDrD0B/vYGIAHd60Bo4mOY4mmUYKYGRUhgfTPCb75w2MsfPkzWeIgUqRyIIA1++GUJCzw8hPvg2ZPk4DECICJi1IuUj0s9UFUSWQ9940a6XAKr5IeTpA4jqrOlMiP+2QESveaa4hCUGFAz2JwrVObPQOcqDOzDlexCnH55/J1rbk4uDzYyGqEo3HzIoQVqPtcfxsMR7p1WrDI1t/2TmT0DwN+1/CYGjWYatkYJycmWpa0eUSpH6PLCvQ45yudn4npCWJFpcAQAbaFZMgN/7l/Vcj2xRX9WG6SupSgU+ICHQswTTWUZ+3ZlkAoDC9x6WgQOlb8WVtmwrf0ZM77w6H+F4kWOkBAoloKTA+48rm13orsLrLQ2CH8HnScTZbsLY+V7MoOeHMMUUZjSHfPkLEL/5D1F+53dCe6xt3NlrP7+ptHdeeCctlVVHubTZu5klek02hgKwKBSW2uDBmc0Ep3+nVe0Q533FHzOneIroVtIZ6rIeeyUF9ucF/spn7+D2doFMAD/9zD5+851T/NY7H/nrqLkZd+lE7AkDzewAyhqHbDpm7ZTSEHCO68zqh8ZlX+l7n8Boex+n/+zXAlnGneLJ1i/0DPgtbpzJBnYl1Q0ASGU/O7yFys0lqMLbwVRZKLaBrX1ck65tvWZTINkmhcCtnTGuTDMoAdzcyjHLJX77vVMsU9fFSFUux+DOhVeg0RDJzC9IawcrYQO9AFheS2ZQ3/0ak1kJG5jLsi6eK5Zlbo0xVQW1fw3l3u2ab8gKyMcf1WVQE2XUayfCOmMMaGOJbQ0gEwJXZhmmzi69uzfCN9+vM8BStjDZTT6ITNc8ENcn2vqFVsZWU5hnyq8/eryArM4g9CPvFKdsu7Z2Aat0CCDSIxzM9fu9x6sNA4eO5rgOHPrKcR049IFDHzh0pjcMHLof+/qkBg7dnuPFOfS1HOOFBBbTDKU2OC3L1uhleyHpK+wyjpcA8lzg+iLHdlELToGakOECPSD1CXEUXAeC3h0yQ7W44kkTe7IFyp3ryIyG+f4364mfIMECwQ6mvAIA77fEiQhXDkar3C8CcNe6yCU+zDTeO9WNyMKYYObjnbIneMQ4F+xX5iMcz/NgbCdKoMoEzioXsSxq4c73F4x3G3gUoZDEFEGPrIHKSSc9P0R27WnAlYMB0MjKqU9A+YzCINONj3vUx1GUJcxkahddWT/2hQQOJhl+r1ri0bJqFej+rxPonIhYFSG7O8nx6ZMtLPL6ehe5xPMHEygh8J2PzpK/90NMi6whwe6eA7cwZKqwz3LJ+nQAtoRZMQ2uNxPA7ljhTBt8eLa05JbL9otLwPBIN0IZvQdCIzaTApNC4StPH+B4Xh93ogROtuyz9q0H9nrj/rCBcubHMBQqEsJHXME9y0pISwxk8KXlPFSB8uAOMgDlv/i1pqG0ZmaCAQICRpR2m9zeR7lzHB6bfmPaI92AmngwTMj3xSiTuDbPQculEsD+WEHtTfDPv/dwvZ2580qR294sd2MuTSIiMRuj3LuN7Ow3oE9JsEeZdl2RrC2KFR97mc+gj1/wAt1edAE9ySAeO7KYjCR6jXBdXCUZJGz0GRHb0hhoYdcJEugAMM0EntqxpA9lJrQ5VrsyjoEw0psWWAG7vuwWGZZlf6HeBiLuBZeRsVF8nmhxDpmh2j62TlMH+1ycIDMaeO879XcTDvDOrHH7BfbaksvkrEUxCeafEsDWSKHUwDuPShuxvMIwBlbrLtw5roTA9cXIO8WBWo4aI7HUxstPm4Ul0LBnEuPNs648mAw10EA+8UQ+fa4XV5AdvA/9r/95YBwn0ZIV4WVpacnVgHQGYMggZ46TkRKY5RIPl6U3jr2R6A3idqd4V0ACOcevzAo8dzDGiC0800zgeJHj2x8tceZuJJUMpNfAGs5xGmdH4huZwRQ2ixjOeQFYfUV86uex9egjfO//+qfQZ6V1jkdl1H25c3duQglgCVviXNYOcrEsofIM2mWNCyUx2llg8TP/NpZ7t4Lj4pM/j8PlEt/5+7/WXf5Ua4hK+v1ZdX/ZHGMlIeHWLwCqGMPcejl4tgRsYE2ZCbx/qkF95HgWRrXifrY5bwhSAK9dXeD6vJ5LhQSuzjIoIfA7Ced4W885YwwgbA9MYURNcjOyOyAFsiKU3TJDtXUN6gTAv/w/QyKbO8W7dIdV/dVKQExmqHZvBPo/J7Jrp4Hx+h+NHi+j3rVi8/51vu2Dsg7ISTSX7u+P8ZvvnOLBWdnI4icipk/WuDbCE9pCGE96CyNQSBHoeaaYoty9gfx7X7MBPa6EdZtTPCCzuyLlo8wjc/Olhn2np7uQpw8sGcYIAQBBCdoutYxHyQOO/DS1DrE9tnrDg0cdO+kJk41RbZ1A/eCbvZzjPsuK3sMSq74Vid+xI5tl/Rt+jzIB7E9sZvH3Pqp6k8ssnqze7j1tIcGsBXC8GGFvrAJZmjvnE/2EcwCIX0fXvkqXMcJlXLqsWg83//OH76L6zjfTv3X2qbVDiYyKgh9ItrqS6sJoGF3W3IAqfLAVXe80s2VZHy7LwPaPgxDagss4aHvtILcLyo2dCZ7asY5aOu5ECZhC1RlvotZbgNpei6uwBODOcP7XZbthNEM1PwzWWj3bh3jh81Bn/6N3jtP4tvW8pnN2VxRUt7EOcdsSxLYIsRnj1d5JsM4WEjicZHi0NHj30bKzr3jcIzyVLU6gdVNJgb15gb/xhXuBLbzIJV65MkWuBH77B+GiUBkgZ9dVr/lh1nhckpNsYCiauwWqyXags5hiirPrL2FUVTj9J/8g6RTvKhfNfP4g57jN9HL3g0jZ42dRbR837hWtAbEN3FZGvR6T1UaxFALb4wzX57l/pi3JrZDJMX7zB6etOmZwrBY5Jk0688sY95ugmbO0cubwDsTX/5+6dH151pRlXb2uiedim+yzbgNlpbL2Nl8/IDPo8QJiaSv/+LLq7uM+TgSqeJKCgEAu0dAdFrmtPFMZg+8/bOqYQJ1tFzvHQznQzPyqyDY2AvPctvnwR5aZ1cXLM4jTU8CsKKHewylOnwXlaJ96BdpMWr/fFwOHPnDotL9gvNswcOgDh+4wcOgDhz5w6E+GQ187hH2kbLnQxShbKdA9scP++WhzrxDQImXLGpxsjQKBThBgAp0y3eJI8XUIfU56pAQ6wZUqEfs30vtJlTSIHk5+flwREbqCyaehYstwNM0wK2xfprasK6DOzOGChv4B4dgTRpnCtXnWmJiAjYgaZ9Ibx0Ad6bayDGxcwslt830KlCOZE9kT5d4J8rsv2/H0SmxNQoZjTNHO8QLN/i7r0h/QlVUkEotuJoDtkbKOE629QPfRbQmBzrMmADCiuP4HANujDD92azsQ6Py4J9sF8hZyVxsqR1sbkNpFGnlSWhuUsFFtJh9DFxOYYmJ7g+bj5PUKALsjBSWEL3dTz9H2SDcu0FMR8/Sdp/dnuD5PH/d4kePm1ij53BHIQPbCztTCMIgYQ33eIGGeuF7APltya78WLuVZmJnAnqf6uWonZqkvitEV5GwL1fGLrWMNIBhTS3YT0d2ujKdACpAUAtNc4c7OCInlEotC4nhr5N/Xa0X9HbsOM3JT1304fDYgWAkbppAUSiTnvymmKK/chyjGYS87yrgDQuO0Soy7PWH/XbpPIsthnvpY4HT1ENKuozIL1xuEREufXqyNXQvhoq+b15wJ4M5OgWvzUSfx0j7+bA3X9RpDRNHuWCWPe14IoCYrNclSExidQbZ4V6Q47Yv+ygzlzo30/VEFyv3bENuH4fY44hGo51rqcFx+GgPqLWeKWehccsgEsDdR2BqpVsPYHjosBRb/A0KnH/3uZHsUOPI4JpnNxCLjmE/TgOBvA89i5M+0tHK0mu0nf1Ye3kN2fMePKcnO1D87KJGBE0cFu7lLc1NP0vJ7nkssChX0FSc5SvpLTOaTHgik9UUabyUE7uyGTnFCIa2hqoQAzxb35eqiu8PFrXEy1rjxjvszQhU+Kj+GycbI3/oKZJ75HuPUb7w8XWL5qER1plE+KlGdVajOKvda2/fLEpUrx04l2ak8e/XoDDtvfQIVc4p7qALq4z+NYmvmSW1d2VLs9I+28cx1vSTn/bJ25LP+6ObxKczZKdThcRhw4SDcPaZeel4ea/obOclMuMYB3ST30XyEq7PmXBKALa08zlxWOXz5/BiB8WboHjd1B6tDuVKLMRHAUG1dQ3Z4XMv+5Vk0dxJrVeBEr3UHrjOgXEKMxtA3X06uW4SYEOAO8vh6+yKXEifbRUBsE8g5viiy5L1aqT+4eUt9NH2PRyeFZ47YbsCRL2I6D8e1zSneNe5AeH8A4O7H7DyOIST0ZNv3Z6VtgYOzR6a3ICci6sAcCYGdDctvwJEn+7dhxmm7sf7iCns4JsbdP+N0qBg2SCXH7iRL2qJ8befrN9DkAIBajpINdWt7HDjFCUTqKy4z27LF+wb3MbnacIozLI/uQx1eZxfSfO4C8jn1vNLc59yFO7+krgTggOksvD8nOcgp8Cwez9Q/IFx3cyVwbZ4hlUAxyWxPyyDDjTmiYh0mGM/4day3qAx6vJ0mPosp1L2PWSdJVUGfLb2jtvGPnLjc0RX99fegXEJkBcqDe8l1VgngcGptf58x3tJXvNJhf3GgmdmspAj+/fFXrgfkNiETttoN9Xfn4NwNABYcVWeYkkyI5ZitOJLB5KOkzgIhsbz5KkYvfiLpFK/HNtQb6LNApyB+hfTJ5RJyex/VznHzuKjnL7eFK13b8QCXa8bLF3rfhUWR4em9cfKZ3h0rHM1suEHf/qzGpM7JyrH63O15ZTK9vuvpLuThTbuP1NrAOIa0bs7WjmDH2mbX3X41zR0KCZOP7bPg1nJtajuYr4xt+oOf90I4Xdq+Vy5QcZwQ4iMl8MzeGHvj3J1mah1CsOaTftjY5vRLW3Lfbt8ZqzTvICSqnWOYYt4sob7KKc7GOfjHviPuvm6rH2yg4guN08ChMwwceoiBQx849IFDD64ZGDj0gUNvG3+uS2yGQz+XpB8pgVtbOeYjFQiYmFimk+0SMCTYlRC4uzvG9mjFKZEw0E2Dfp1IN4IRtpRfUqATZGZJ/YOegt1t40ZxQ7Dr0pZCaTGMAWtIXJ/n2BqrpEDn4x2PMyEe+8oYnGyP8dqVaVLQAC7qzZH6PNKNst2I/OmCJ5Y5sZ+NbbR4ymADrNF25Vnk91/z4xkI83gbCfyKL85OwDtBDl1BjGeoDm53jvVWIXFtXrgoMiLzTatAr6PBagEeY3uU4/NP7bSOM2CJ5hcOpziYhmPSCATyCyx8jys616U2ONNAJTIr3J2Abx1nuDm8XSBXIniWfMk+EwrsWKDHqLTBtFD4wt19fPrmVusiJABcn2e4sTXyJHcKtVFKAt54486TAv683WLZZbjIDOa5z6K486I7AHMIMWESlqcNDapAsJdntiTJdAF9541WxRywAnCkZEBqe2Mb9eu+UE6g39oufEnh5neAG4sczx9OMcqa3+kiGmJym5My2theLF1VScxojurGixCjSahoAwEpEBKK4Xz2c5o+z3Lg2U93zmEIacszqixcewCvHCd/1kJqk1GzN1EYtygxgBXsd3dHOJrb+cbX4mD9ZYKdjz83bMnJVGqD/UmGeR679TYEtzb0zhTvQTSX29fDKMTEMZcHdyC2IgdFJDf59lh2NgxjY6BHCxvV24JMAFdmGfam/Qh9oFtvIWXsqd0Jjhd551o3Vq78K0L5eV4YIWGKOaqta91y9NqLyG4+HW6P5hnAyYg25ziLVB3PsTy63zrWApbQ350Qob/aKQ4gGPcUDqYFXrs2x964SSIT5rnE3kRBSQTZ4cHr9kPUhiE5xWQGo3K73rQYigBQ7d3C9T/z72LvuVvOub2sHd9nFcrTEtVSh//OKiwflSgflfbv6bJ2iJ+eQVcaV7/wKZiPfbX9fGf7OPozfwXjfbsexk4EylyvWCa7PitZZnvTOS6Uwuj5t1A+9UbrcQUs0bw9UrY8YZXOFo/10FVG67X5CK9dmbYa+5bwK3AwzZLl8jhIZtWvQ93Bl3LtcV4AsDx5DeqFT/vMljiYpD3opMVBpiuI8RTmzhud8kwKmz3AiQw6Xepxtwp8pKQQyJXEja28Uycl5/g0D+cbN1rb9Aca43q9rJ37i0J1kznZGOXRfTs2y0R2XTSmyX9ArUfQ2vbMJ1odn/7Y463AOW4i/eE8WIxkp95wIbhAM533zGKLA8qCwDfmFG8hAgmFBG4sCuxN8lZbFEjrQLEdymXAnb0xDqdNpzghIPWjajdrkflA4LjV093uZ0NmWF593jrHAz0lkqNVqMOknluux5jRzDoQW2S4gHVAkc7CneJcV+EOkpQTxZ5OTRxdW4zw1vGi0/afueAnxbIueOY4betCbP8bVUBPdjv1tHL/NsZvfMllEtVO2/hf6CCvAnvfODKfejuLyQzVzZc7jzvLJZ4/nGJ3kif7ilfa4Kys/Ou4DGpQSt2hyCR+4c0b+PE7O63HnWYCb1xfYF6opMOWk3uGraPe/tc1D0DOcau3FJ3BVhAS5VNvYfL6ZxtOcaC2geNWLSnneD32Gmr3EPrOW61rpuWVbKlhXkKdrpFkdN8y6koIKJcp/szBOBnoRce9tVXgmYNJq/zpQ27T+PPyreOsJdALsHr40X3g6bcsIZ1yiiPWwWs5FpQD5xyXlMD9t7rXLXJyRNnivIz6OrSDhNXBrkyzVkIfcM7xgzG2R00ZEgZIpnUI7mig+6CNzTTrlKVCoty9ATOeB2tBq1M8Wr+bJ+uc4vc26xQnDBx6hIFDb2Dg0AcOPYWBQx849IFDD8d/0xz6WqXUOUZK4KmdET58XGG5rBqCIwXazst6WeXWZl7tJqLFk5CZzxRrzWZj0XANsDJfqwQrP2a1d2J7F37/W83PtQYvndjaK0WXdoHpedzMEYKFFPjm+4+j0jv2O/FD0zh11qfzzu4UT20XnQQVUJP62vW+uBCEhFG573W16rvLq89DbV2D+fW/Z/ulpBCPtYPfBgBaQc53UF5/vttQRE3qz/Ipfv27D/Huo2WnQCdB3rY4HkwLfPFOt0Cn4+6NbXbA1987wzuPwjJUlTa+pJQt5eUMYO2eKtv8yZb1EoChsiidR7WY5xKvXJnhG++f4Te+92FnpBs/H/6XsBhn+LkXruBmh6OIX/PVWQYhgHcelsF2DuMmjzZUkgSuRIkBtICS9jtSrlYyAReJde+TGM13cPp//13fwzJVro/3aeXlzGg+Q0oUz71hDd8O5Ymuq5CWgPngTCcj3Twx4BSWLhxMM1xlJePaYPssS18eddkyj7UGfIMO7QiextgbFJnEPJfJ6LoYZrwFXHsa4hu/DnPqnmlOCtD7xsm4bayMnNw5hLj9ki0N2AdE7DpS4LzLl4TAtBC9yO1CAre2R1hWxvdZ46iYFtfWY5PeSwPsTTJsFZfkFHcwWQFRLdNOZzKau35PZdRc1lWnU5ygClcq6BTmtO6xaAmfaB2nMl5Ao6S6AGCMhh4vOhVqQuZIHWOAb7z3KDCMATRkKUest0gBnOxMgvLpbRCwSj0ZJF5xtBfZj9jnkfnZqN84O+e4XFwBfuPXwrEGwnmmw7KBfo1j3xPzHSwP7nQ6Teh6r0ytMvq1HzzG++Wy1SnO52Vq3JUQzik+ayU9+XG3ColJJvGDU1vOncuElHzg8kXRkuciZYUEjBr3IsSW117E/JdPAPwqvvX3/xl0ZWC0cSRyi06mBIyWEJWBUcLJmSVmV3dx86/8dZQ9xrrcv439v/h3sPP3/nt86+/+w4YcM5X2/cyNK6muYMu1A4CuNJQjuEfjAqNP/SzKw3srr5d0pcoY/O4HFcsMqB3kcfADEN5j3+9aCLx5vBWUQG1DIW20/CSX+O5HZfeXAZcdUJdRJ92BSskpYcuCrlxjZYZq7xbUC4D5J/8LzNlpZKgm5m9cHhLu+ZIK+a3neuukSljy/aOlDjIf4F+boHdeG5QUGGcCe2PVSgRwTDOBk+0Rvvn+Yzwuw+ujcmb2tdXFYv3BSjMDbSw5uD1SvcbaZGPoo7uQ5bLulcgJFSAYb+6Q5GUhAQBSQT31EsoVTnG/r3xs+433gIS7bFB/WyfG3ftJ1k9vuBBUgWr7OsS73wR0+3wQRgdl4WE0eEl1q+BpmHyyUpcFyDme4/3TJd4/LZO2KNC0R8kOdWfl1+Sb22McTFbLUvszGeon3NHfQ5baFiXG2v7FpLftv7z6PLJ8CvOdr1vHq7/Ipr4a2/6A0+xc6dJqtOjlbFECOJ7n2CoUfuOdR/jwcRmsrQAacjQG6StaG5xsT/Ds/mSl/k62fy6Fb0/Cs93abC2Sm3ZBYvdBFdDjRT9ZevV55F+6BvG//Q84+953k7YZbeF7E4CVpyVgMgBVBbW1t5Jwpd/ujxUWV2dYVhq/9c7DqK94XUK9rb+4v1QpcLg1suXTF6tl2s5I4uPHC3zzgzP8/oNmqxDA3kMBBK0p4n6VwrXeMcLqMCshJMq7n8CsPMODf/i/hmR2G28Gp1NoCSCza+DZErIARq9+FsvDeyvXDyXgicr3TqsgiKovuS2l8GvLrZ0xrszS1Q/i4+6NFcTuGF9/73FEqprW3rTWNHNl7AUAbUutF1ld1rsTzmkon34L4l/87zAPH4TVmIC0/kDbonYs2eExzM0XkhV9UvA6A0JdoS+sXLNcy1bRkrEdYaIEbu+MsNQGHz4O5RJvyQIw/iyygaEFlk447c/SmWbNk81QbV1FVp5Cf/CDmmuIA4HbArH9fuz8yW7ex3Lr2sad4oSBQ48wcOgdOxs49K7jDhx6vZ1j4NDTGDj0FfgjzqFfSOIvcomXrkxxbTFKRrGtKuuljb3Au7sTXJuvXgw8XKkgyCw0iNeJdOPR4j0VHyphJw5PguiMJBLKWF2KdNsaxiuIT0ImLCH49P6kQTDziHF/6Oghps9u70xwZ2e1QCcQMZdJ0Yh069xFVI7UqNxO8r4KppC279grX4KczMJomMiYSEXUUlaPXOygvPHSSoHOr3eaCdzatr2SbCTZ5Ql0jkwAT+0UOJjmfhvNE1qYKOLN33tto9BKFjku0IPoZSikLWNxe3firjOMdOPlX9oE+qRQ+JMvXu0l0AnkQNmfZpBCtPYKpUht+7ouK6qZUqtWPY8Rllefx/hjXwCAgAzoW7bP6AqjZ9/A8urzvYhEwkgJzAvJSvq0G6l8jH3pFwnsTTNc6yHQORa5xL29cXLetxlgQKhsZEpgZ6SSpYzbUO3ehLj9MsR4Ggp0FgGXzLQD/DyX8x2Ip15p9KzrBK0//hqaToQuUMm4xUhitka02XYhcXd3jCuzWh7SPz8mhstBsCi3Our72rxIlhTeOGQGPZp5ORo4xR0Co5lka1xCbX64MiOPwxRTlFefBXZayJ1E9HgjcxxWjvJe16swUgLX5jlOtkM5ymWpPXxTZwHquXJnd4pbW3nvuUByVIl22ZnSW3i/W2ANp7jfqe05Lp77lCcZktmVMUnHZKhZnkFt71vjpae+ImANxvv7Y+RS1pHjmukrjJBoW4P2p3kvpzg/biHtseOo1TbQqPszcJk2JuvnFCeY8Rbmv/zXcPXjz0AvK5cxXmeON//ZEuvlaf2v2JpYp/gaY23GW1Bf/rM4/sKb9n1cBvWsDLK9ePa40RrV2RKqyLD1E7/QyynuhwlWfl8NInzTxFKXUXU0K3B11l+eEQlyNMtadYYYluAOdYdM9nSKM1R7t5C/8rlgfsTzKNBPyaHrP9fIT+5jeaO7fHqMTNhMu/haktfaQgmMM4Hr87yXU5xwOFE42R41MscJXP9tZNy5dTWXtsTidI1SZnp+CH3tPuRipx7DWO/n0fIOfJsYz6Cee9vOpb5wma2+lHiLHtG5C2HJm3X0hovAjOauz2wkF1hrlGBbLGfce5NPegWYEaaZwAuHU5zsTJLkcnIdSHAAd/emONkq1tJnbVYs6SyJG9LGAfhqAMKS+bP93ussZGbXx5MX058HmVcJR4zLkNHjbZsp3lO2EDH37P7EOgQNAps/lqNtGfrXFiM8f7jaKU4QsOvOSHXLz/YdWPvfqLy3U5ygp7sYvfxpAE27DKhttrBVSFjdRs4WMM99Zi19qZDAW9fnON4aBX3Fu7LFYxxujfA3v3gPJ1v9ZVohgae2C9zYCm20OKuX7EbjyF+eKV5ps7YdDCFRPfNZLD7xObt/NsbtGfp1eXX6TB0e20C+nrawgF0jFyPXS5jJZuIgeOZwG6iN0Tq6w+5Y4fbOqPN7PGs8DEKz+uJICWwVPZzifJ/zQ4hn37ZGfMopHnNcCZ4rOzpG9cynezvF6Zqd32dt0LzPpVhbhu+PFZ7eG2N3kjd0/LgkamwD0/tc2t6vqfYabTDjLVS7tyC39kJ+NqVHtDl9pYK69zEsrzx7aU5xwsChDxx6+ocDhz5w6N0YOPSBQx849Mvh0C8s9Re5xK1tWx++TcDwi+KlS3Mp8NLRDMeLfC0lE4AX7EblTYO/7bX7HQmNdUh1D+qXcuUpd0HN6MOuXil6fmgf0L4GOZ02rFJPClQc4RY/QPG4T3OFG1vnGGeE/d2CtTdFtES9+YxUVgE7B/R0F/nTrwTRbPYDVhopKrdDgl1u76O68+ZaBCTh6izDq1fmGGUyKdC94Ev8253kawt0QiaA29sFtlgZKlIcjFtgeY+NoJyatpmJ57m/mQCeP5jg6f1Z0PsrJcTrbbbnGgD8wkvXcLK1hlLu4AV7j2yR2jCty8FIIm7WPC5gs/zGH/8Jn1EHhGSAjqLnuWBX2/sor9w/l9E0VjaDCkBQboWur/O3mcLBJN3TaBW2ComjWbtCnyolZ9gasrWiDGobqt2bwLOfhhjP0uXj6OA8C4wE+mwB8fQbtmz0hpFSyKkUDDn2Jud4tnZGEs8fTnBtHpIvfQS7EsDxVoGDSX8i4MIg57gq+stQgpCoFkfp3q0rYIopqr2T0DneJkvZdiLCvTN+zTlIWad39s5H6D97MMO93WIt5dafO5jxkZKdXdH5MussB9oFPdtHfjPhIIoce+GctO/FZIZy58ba+gpgS8ndcAZyTOaHxL0J/gHWYfrG9XlvpzjHLJfYdv2/+iCMOsa5yTAz3sLOn/2b2H/uuneA62X6X+wkn+yOcfdv/K31HHl03GyM7Cf/PG588c1Ow1STU5xeO+f43s/8oiUB14SAK+m2KEA9xvtkiwO2z/XN7Qneuj7v7azhx90bq9Z1kpPYxpiG7iCFQNHSF3QVyt0byE/u20xwIE3uReSTl2eTGfT15841l3IJX4LW6w2G19Bogh5/Kex4reV8dDicqKCsehupHcPAGqh7kwzTcxxYL65A33kLcns/HMu28nFcRhRjyHsfQ7V3a+3j8hK0a/0MdpypVPATk99wsnT7atM5ziASDnKfOT3ZXS/gymGaCdzcynF7Z9JY39v+AfYZUkLgxaM5bm+vR1B5qALIiuB6uDxtJfeFhJnsrOcUZ6jmh8iObnQ7VoCm7a8ryNEE1fzgXPJleyRxc2scBJbFchRo6rWVMZgXCnd2x2uvs4C1+3MpGq1gOmOSpAx1lnNc7/Lq81h8/mdQLKaNbOZApkVlvYnMFy9/6VzP9EgJfO7WNq4uRr6v+KoscaDOFP+bX7zX2V6nDbZVSI6jWZMkJtsfCEl97kwu1HqOWg/nHN96+3MQUga2L4E7yAEE96O4eQfija+uzbMIWJt0e6TO5bTdHmc47FGxKXXcnZHCwbRAnqhBm5Jl3EaXwLmDnvT8sNbDWRlabhPHOrh/pkcTG5SzhhOBIGD1B4Bs+rDvbtIWdleYSYHtkTyXHr4/Vnj+cOJLHLeVRAWa5Hbugph3RuuPtZ5sY3nlWajdo8ARk6w4EzsUpIS8+xrK/duX7hQnDBz6wKEHGDj0gUPviYFDHzh0f/CBQ98Yh74RyT/PJe7tjfyFpLz88TYlBF65Or/YBbh6+HW/VCZkImFqGElazfb6lX5pwzkEu9EV9PaVCz2gmQCe3hv7JvXcQCY0DWUblf/m9fm5BA2Bst2AnpFFFHFSTM9FQBCW117E+KW3AbQYDkBDsIvxDObWK+cS6IC9vuNFjrdvWMN6qbXt7aYRCPMYiyLDJ25sX2icMwEcTjMbWOweYd5riQt26g+izeqeFX2O+8qVKZ49mAXCnEfIc4FOePV4+1xEAEEA2J8oWyor2kkbwW2MNdh6lTLrwPLaiyjuvOAJgRipiHm5tQ/5xlfXyq7hIFJ/mlPfjvA5apPrk0zhxiI/F8lMx72xyHF7Z+wJARJs/FmOBTsAHE7VuY8LWENVvPh5yNkCAF8bI3KRvZezLYjnP32h9ZIbIWaFxlQ7EQTmxXpRfTEKibUFOwDc3hk/Wac4QWa2JLkq7Pg7GdpaYs39plocnYt8JJhs3HSOt4FFi1eLK+dyxhOoT+rT+9MGEdFG5ksp8MKhJfIvfH+4ntIWoc+y23zW1XnlqJBY3ngZ+S3r/IwzLRvOcTYH9VNvnHusBYCbixz392d294zMt+9NUrmeFwovHfXPFE8dd5LZLBfqcWTXgvbsN+8UvyDMeAs3fuXfgioUqiVljSf+LSvYXuAVxrtj3P+P/5NzOaf9cbMxsp/693Dy5bcaxinvOU4O8urMOsn3X3nmQscVAK7Nc09+8vtL71O4uT3Gm9dm515nieSaFzK4p6s6Z0oBzNfM9gp3kKF64Yso7r/mCSxy1vJ/AALySYxnkB/7ye4+jB0gQ3OrUI1nuGuZVtKSVOtkisegnuPzUTpzHCB5VusPUlxcbzDFFPreJxzBrZvjGkNXEKMx5POftGTCRRBFzHeB+keOlFy7CsGmYLKxdY4XK/TSKJNcT7v7Pq+CLZtb4Kkd2+s8ZYvG64GUAi9fmeP6/GJVcYwqmqR+m0Oc5up462K2v8xwdvU5qEOXfRE5vwFEz6mzTXeuYHlw90J2w52dAnd3p82AviiojL/eHmX4xI0F9sbtc3cVMmHtrdgZnrp3vmS/dBmJF3AuLa+/jNEXfgkyt3pPUA2Fka21c7yCGE+RPfuJC93jkRL45MkOlBRBGXWe9RU7yI8u4BQnUE/Lw1ne+Ix0J2v/Ot7HcQG5ErjA8m6d489+FtPbJwCicWZO8NgWHt++B3zyFy70TG+7jCKgmS3ehkWhcGd3dG7dQQng9rYdZx48GUzlBLktBbA/zc5vGwqJ5clryF/9PEQxbnWIx+9FlkO9/LkL28KZm8Cr9FyeKb5VyAvZwhMl8PzhBHuTZhZnbP/SZ7kUONkare6V3QVV2HV69yhdcSbmEgEIqSCffuPiusM5MHDoA4fewMChnwsDh15j4NBrDBz6+vijyqFvLCRunks8sz/GEbuQlGEMWMP4Y9cWONyEE8D1OAky3lq0aiMEqtnehch8j1iwc8SCHYDZPV6vlEEL6IE53hoHBnI8zvT66f0pnt0fX0jQECgSBECSgAiMYnX+aPHwoBJn11/C6MW3fZZOqlwEbVe7h8ArX76Q4wSoF9+P39ixh2ERbgAaBvLeJMcfu7+P6/PzKzCEnZHEvd0xtsdZuMiaULDTHdgq+vWsWIVMAG8dz/HC0TxJBAC1QJ8UGf7UazfwlXu7Fz62ElaJ2mbEaxvBrY0le+fnjNpu7O/Vr2D2qa9AKtlJCABAtncI9fa/cTGDADWpvz9REBArI90KJXF8AYFOUMJmgN3dGyWj5WNiQAC4ckFS3e9vsg3x0hcgZ1tNYR5BTmYQL352rZJxbRBwkbpCrCwBI4RVjjdwuWsL9mf2p2uVjNs4ZAY92YbJyEB2J9ritL2oU5zQcI53GcgAyu3ra5Vtb0MhrdP22YPQaduG5w9nm3GKA7VM7NNbPCs2I0dlZkk55hwPHOSRc1wd2rKN5zVeCAKWhHz+0I4zybO2EmpHswKfvbV9MVLMHbeQ1gmaJPBh1zgyGoH1y4m1obz3Sbz+3/4qbn7mHnTVLKdeb9MY707wwn/5n9qSYheEycbIvvoXcevLb8JUxv8LjFMn17JxgZt/+leQffnPnSsLiUMJ4Nn9Me7u1Q62uMwvx9GswIuHkwsZ5IC9V1dnGQ4mWWsPeU4ISNhgiQuKUUBI22ftE19tZmLQsYOy3lOoN79y4XVLwDqpd52exFeP1NolBXA03Yz8nmYC93ZD5zjP9vLnoYFcyQs74wmmmELf/5QtjQo09H1uC4i8gHrxMxuxsxrn0bKdyIBx9sNzihMC53jUUxxgWdSuN2g1P7jw+g5Y58ed3RFu71rneMrmp21SAK9uwCkOoM54y5yOFV9nhAs7xQmqwPLGy72d42LvOsrDexceayWA+3ujOqAvkqNxJvPJ9hifvbW9EVuJZCMnyhrwwXxy7VYkbah2b2L7iz/r+lSyzHHmHCfIxQ6yT/+8zfa8IG4ucvy5N27gxePtwBZOYW9e4D/8/F3cuAC5TaC+8ntjyyPwY1JWFMk0Y6x+sxFbWGaQX/p3sPvpz9ljRTYwz9AHgOnJDYg3vnrhe0wyfG9i5UqKw+LYHmW4szs6d9AkP+71eYaT7QJ5tK8qmlMGTpbOsgsfFzJDeXAH2Rs/AVGMV2d9ZTmyj315I85aJerswFWcg5I2AOEi5DZhogRePJqudI5rY5Ariad2rFP8wkdWBZY3X4Havwp3MABoOMQB5xR/5i07zk8oUzzGwKEzDBz6wKFfAAOHPnDoHAOHfn78UeTQN6oBzHOJ+3tjWz6jxTDOlMAz+zMcTc8fwdyAE+xGZuHDEgkeU0w3I9AJqkC1ewNyax+NDAZ2HmK+g2p7c6UMCmkjk964vugsaUYCfQO6bRotUfpGyAuTrQGExPLmq8jf/hnIaX3/4ojCbP8azAufv1AGRHBYWFL/q/cPcDQrGuVRCHuTHF++u4ftFhL+PKAyhYuiVhJ49DIJvZ3xZowXQiaAT93cwsvXmvOEC/RfeuU6nts/f9R2DAHgYKICwU7gBPfWSGJndL6SJOkDS5wdv4LZJ38SQjWXQxLs09c/A/npn98MsYY6A+xgquqIrMT3prnaiEDnWOQSd/dGGGXp5Z/KL97YyjdiDBD0dBfq3ms+6i3ZV01KZM9+fCMCnUCCvQ00/oVav+9sFwoJ3N0bYXuUdWZRnmyPsT/Z4DN9XqgCZrLd7bglWbsBQp1gsjGqnRsQ41nzQ04UTXc24hQnjJTAzUWOXUfYpMp6AcDx1hgnW8VmnR4yA2TW3c9NZeeO2G475vLkNYyeeQ1iZPebco5nV05Q3np9YzJcwPbQ/NTJti/JnCpPejQr8Nbx4lzll9owUQJbI9XZj1oCG3dqLa88i2t//b/CyWfuwmgT/NNLDVMZjHfHeOW//s+xvNbSt/YcMNkY+c/+Fdz68hvQlYGOHORGa8g8w8mf/wuonv3cxnQlKgX79H77/pQQeOP6Ft66Pt+o3rA9kt6RQIjX2FkusTfZgFOcoTy4g9HbX4XIiyQZAADq8BjZ2z+7UXk2UgJ7EwWJdiN1lkscr9lTfBWmme3dNU7oSYBdP6W02QuzDR7XFFOIu68H0fIpcju//9qlOMXbQFeYSbGxoJqLwmTjznLdwjnFNy3DJ0rgqZ0R5kW7Xa+EwO3dyYWyYxromVFlsrEl/zcFmWF542WIO68CWd7qHJeHN21v8g05WygI6fnDOUZKJkhX+/rm9gSvXJlthOzlx25kvKXK7G7S9gdwdvwKFj/7ZzG5fmQPGTnHTaWRbW0j+9SfOHdFjhgCwNFU4U8+f4iXbuy0Zorvzwv8R1+8hxuLZpb3eaGErcKy42Qa2f0Eer1u3+eVkBn0y1/G3md+LLCFuUyTSmL3S1+F+sKf3tj6QQ6Ug2kGJUSS75VC4PpihDs7xcWd09FxT7ZGSHDcPuhkpASuzvKNHRcAqq1ryN76KZc5ns76yo/vIvv0z280g1kJ6yRoU4elm+PTfDOOIoINnhoHfBaBlw2/sSiwu8kAcVVAX3sOcmHXhZTeAAD5yf0fqlOcMHDoDAOHvrnjDBw6gIFDHzj0zWDg0EP8YePQN64F7I0VPn68SD4wubQC/d7uZg0nAFapn+629uIwo/lGSXW/32yM8vrzkAdpQkZs7WN5dP9CpVBSyFyE0JvHW9aYYBHk2pjLF+gtCqSR2cYNYzpetXsT6uM/nRTsav8qzIubE+j+sLC9kl6/VpMq3EDeGef4yXv72N6kFeGQCeDmVo5proLSHJTduDdWGzXW+HE/e7KFmzuThhJDAv329uaIAEJKsNOhjbEG3UVLv7RhefI6Fp/5Kd8vhWcjzN/8MZRPf2qzBoHDIpe2P0zimrZGCidbmxXo/LhP7Yx8tHwdwW3LGR0vNksEEMrDe8ieeRNy0nSCyu19FK99wRKJGwb1ShQizHAD7HM3VgLjS+gNusglXjia+lLDBHqub+9O8NR2e9+aJw2TjaEXh0HZNA8hoSfblyNHiynKK/chttJRyma+v5FMoBgjJfDG9Tlu70waPamVELi5PcZLR9ONOtQ8hLTl64GQjBASJis26xQnyAxnx69Avvz5pHM8u3KC8qk3Ni7DBWyk7SdvbmGSNw23o/nIO8U3jUzY3r9tZdSzc/abXgU92cbx3/pV3Prc3UR5c4NX/4u/huX1lzd+XJONUfzcX8X+czfseTAHucwz3PlLfwnLk9c3flwlbAAEVWGIcTQrcGORb5SEAELneHwnbVadwvboYmXy2lAe3sPo7a9CFqE+ZCqN0TOvAW//yY0aqISJEtifZk6eRZ9lEkcXKfnagcOJwvFW7RznWeOWgCgupfJJtXUN8v5bkIudxmdytoXixbc3UnUhhkBt9KcSRpXYLBGwCZjRHOXODWuL+Y3OmegI8MuQ4Ytc4uM3Fi4TK7RHlRC4szfBCweTzY+V00uQjZuBZi57WU93N+/0kBmq3ZsQT72SdI6rKyfW9t/wcZUAntsf4VMn2xhnTVl6sj3B61c36xQnBBlvwQd1X/HLQLV7E+M3v+yJV+4cL3a2kH32Fy6c4ZbCRAn80ktHePOpvcZnSgr85c/cwckGneJ+38JmUk8ZqRqT+ZdhF0JI6Fd+Anuf+gwABHawqTRmJ8co77x1KTzLwUThaJYnndRX5wWuzy9Hpu2MJG4siuC4ZA9vjS5WfrUL1dY15B//Y9Y5HiE/vgv98o9vLNCDo5BA0WILKyEwzc/XU3wV9scKzxxMvKOKE91jJXFvb7rZoCkHPdmGuf0a5Ha0PjjusLj9HM6uv/RDd4oTBg49xMChb+54A4c+cOgDh7654w4cusUfNg79UjSBvbHCJ29s2T4eTsjkUuCtG1u4t7vhzCsOVdSCnQxkIaGnu5diNBFMNsby6D7k/vVguzg4sf0bL8lYFLDG0/FWWGpgkivc2RldvrNFyHTE+CVCz/ZRPBuSumr/KvDylzaaARHjeJHjx+/uB+Wg9qcFfurpfexcsOxrF1KCne77JrNyUsf96Wf28cbNHQA20o0L9EvTFWHXjzjqbeoyvi7zkV7efBWLT/0EBPUj1BrF3g6q2x+71Od6q5CYREZQrgQOLjmLeJE3M+1yJXA43WxmXYzy6D7kGz9lS8I4yO19qOc/dSkCnZAJK7wl06AErLI4ugSBTtguJF6/OsPRrBbso0zi2YPZj5RTnGCyMfT8ECZncsWVT79UOTqaY3l4D2LBSEgpYQ5uoTy4c2lz0Jb6m+DO3iTY/sLRHK9emV4KwewhZF0+jeOSdAaCXlxBfvO+f2+qCqIYQx8/fzlGucN2IX1ZdVJsD6YFPnFJTnFCLu3c54eQQmAUbds09GQbN/72r+LkM0/5zO3J7hif+e/+c+h7n7i045psjMN//2/j5EuveSdCNs5x9z/4y1jefvPSjkvO8ecOrS5WOafY0/tTvHZtdmljTc7x3XFICGRStJbT3xTKgzvIju8G29R8AXP3rUudxxMlGjqgEgI748vVGw4nCvf3x4HTZl5kuDbPsX+J7UCq3ZvAKz9ue447yNkWsvtvWKf4JckHipbnmUVCCCj5o+cUJ5jRHNX2dZi8JjmNkKi2rl5KoAZhkUu8cmWK2zu1LJVC4LVrC7y0gfYJrXDOcX69AKCLmdVZLlF/r7auITtw2WyODBSjCcrdk0s97v5Y+QodJEvHmcKzB5PL1VkIT9j2Xx7dx+5P/glMjlz2Z6Ux3t9G/oVfvhSHDWGiBP7US1fw+u3aSbkzzfF3vvIMntq5PF2JMsf5Gi8gsD9RG60E0oDMoF/7CvY/+2MQ0pLcQknsvvUG1Bd+5VL5rIOJwtVZOKbTXOFwuoHWCx3YHStsj2JbWF66DV5tH6O480KwTRRj4P5bl6qHj5zuwG3hy3SKE/bHCq9dm3kerXIBdXf2xjjeRHuNFujpLvT9TyLz7S+svZPffflHyilOGDh0d+iBQ984Bg594NAvCwOHPnDol4EnzaFf2pO6N1Z46coUx4sxRkrizeMtXLlk5RZAHfXmenPoyfalRKmkjrs8vOcFuzi6bTPcLlnICQCvXJnh5rYlIm5uT/Dpm9uXazj5g8v6+qj0yxNQMJfXXsT4xbftYYsxxEtfuFSBDthxvrNd4Mt396CkwM4kv3SBTuCCXUlbRnNT/UG6sMglPn68wAvXFpgUGX7xlWuXKtAJJNi33NhOc2ugXqagsQeWWN76GKbPvQwhJUYHe8g//8sbj6BsHBZWSTty66MUwPX55jPrUrg2z3G8ZfusSQkcL4pLVRYJerbvBbvc3od67u2Nloxrg4AlBUiwF2qzJePaUEjgpaMpjmYFcilwb2+Ck638R84pTjDFFBVzjm+qH+lKqALl/m3vHDcHt1Btba6EWhsyATy7P/FE88tXFriz84SCFlQBn64ibd/UJyJHb7yM/LbtOZ5dvw28/pVLJT8It7YKvH59G1JY8vHjNxaXk/3EQPOejCd6/yTur57u4tZ/9t/g5LO3MT2Y4NW/+nMo73/mcioC8OPODzH7yq/g+iefQz7JcO+v/mWUdy7PGU9QArizU+CFo7l3ir90OLlUwhWoneMkv3IJHE6zJ6I3mNd/CtMf++OQRQ41XyD/9M9trGRcFywBIqGk1Rv2J5eTARGDeo5Pc4lprmzp3yegC5vxFvDSF6C29yEnM2TPvHWpRAAhdo4rYWXGj6j4BkDO8avQxczawosrT8QWpp6yt3cmkK59wsnW5dsNAGw5WOcc18Xsydj+AM6uPmd7jkuJ7OgGzO3Xnoi+9Mz+GE/vzyCFzRT/8t3dIDjoUsF1lCfhWHIlO/Mv/psQSmK8v4X8S3/6Up3ihGkm8GdevYY37+xhf17gF1+/gae2i0uXLYW0zuJJJiAFcDDdbJuKVkTO8Z2PvQ588hcufT4JAIdThT1XVn2aK9zeKS7dRhMAbixy3FgUUEJgnKlLy1CPUd57G+NXP2u5rCxH8eZPXmrwEiETtke9FNYe3nT59DbwnuPkFL86vdxAYMC1GbnzJtT+VYhiDHXnlUsNqLsoBg594NAvCwOHPnDol3PggUMfOPTLwZPk0IUxXa3ULd5//33s7Ozga7/1W1gs1uvT9cGZxuPK4OCSI1Ua0CXE8jHMKF3W8dJQnUF99H1Ui6tPVOF6XBl871GJq7P88he/GK5v3ZM+Zv69r6FaXIWePBnyA7A9LL71YIktV57zSaI0wFllLt2JEONMAz84LZ+MUs5gADw405jml1MGtRXVGfLv/7bNkJ02S+hdFgyAj5baGqlP+B5/uNTQBlhccnZdDPnwBxCPP3oiAp2jMvbfE8msYXhcGbxzWuHabL259ODBA9x7+mm899572N5ez+FyEfktylOgqp64HBXlKcTjD6FnB0/0uI8rg+87OfrEgxZ0eemZ4qljZj/4Jqqd65fuqOWoDPD7Hy2xM7JE75MaagNgqa1j60nfX/nwB1AffPtSSj53QZw9Qvbuv7aZF08QlQG+/dESe5PsiThr+XEflfqJGWwc2TvfgCnGVv9/gnhUGRgDTDbZc7YHHpYGy8o8cV1YnD6A+uidS2mv0QUqw3iex/mHKsPLJcwme2z3wMPS4L3H6+s6F4bREGePfji2/wffsb1Qn6AcLw3w+x8uL619wo8cjEb+3d9ENT944vrhR0uNB0v9xG3hyljd9Emv79Al8m/9OqrDe0+UZ6kM8P7jCpNLzmCOQZxDJp+8Da4efBuoKlQ76ZLSl4XSlRV+0rrSo8rgg7MKVyZP1uYR5SnUB99FuXey1u9+WPJ74NCfDAYO/QkdFgOH/qQwcOhPDgOH/mTwJDj0XhrJgwcPAAD3nn56jdMYMGDAgAEDBmwKDx48WNsoH+T3gAEDBgwY8MPHIMMHDBgwYMCAP3gY5PeAAQMGDBjwBw995HevjHGtNX7v934Pi8UCItXhfsCAAQMGDBhwKTDG4MGDB7h+/TqkXC9Eb5DfAwYMGDBgwA8PgwwfMGDAgAED/uBhkN8DBgwYMGDAHzysI797OcYHDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAP6h4wtXhBwwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgCeLwTE+YMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQP+UGNwjA8YMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgD/UGBzjAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDDgDzUGx/iAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDPhDjcExPmDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAED/lBjcIwPGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIA/1Pj/AStbO8/YvCKZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2000x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "traj = 1  # select the trajectory\n",
    "traj_toplot = pressure_re[traj]\n",
    "# field is now of shape (n_timesteps, x, y).\n",
    "# Let's do a subplot to plot it at t= 0, t= T/3, t= 2T/3 and t= T:\n",
    "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n",
    "T = traj_toplot.shape[0]\n",
    "\n",
    "# same colorbar for all subplots:\n",
    "normalize_plots = True\n",
    "cmap = \"RdBu_r\"\n",
    "\n",
    "if normalize_plots:\n",
    "    vmin = np.nanmin(traj_toplot)\n",
    "    vmax = np.nanmax(traj_toplot)\n",
    "    norm = plt.Normalize(vmin=vmin, vmax=vmax)\n",
    "    for i, t in enumerate([0, T // 3, (2 * T) // 3, T - 1]):\n",
    "        axs[i].imshow(traj_toplot[t].T, cmap=cmap, norm=norm)\n",
    "        axs[i].set_xticks([])\n",
    "        axs[i].set_yticks([])\n",
    "        axs[i].set_title(f\"t={t}\")\n",
    "else:\n",
    "    for i, t in enumerate([0, T // 3, (2 * T) // 3, T - 1]):\n",
    "        axs[i].imshow(traj_toplot[t].T, cmap=cmap)\n",
    "        axs[i].set_xticks([])\n",
    "        axs[i].set_yticks([])\n",
    "        axs[i].set_title(f\"t={t}\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv_benchmark_well",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
